
import pandas as pd
import numpy as np
import sklearn
import scikitplot
from sklearn.decomposition import PCA
from sklearn.preprocessing import StandardScaler
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import train_test_split
from scikitplot.metrics import plot_confusion_matrix
from sklearn.metrics import accuracy_score
import seaborn as sns
import plotly.graph_objs as go
import matplotlib.pyplot as plt
%matplotlib inline
import os
os.chdir('C:\\CICIDS')


datapath1 ="C:\\CICIDS\\Monday-WorkingHours.pcap_ISCX.csv"
df1 = pd.read_csv(datapath1)
datapath2 = "C:\\CICIDS\\Tuesday-WorkingHours.pcap_ISCX.csv"
df2 = pd.read_csv(datapath2)
datapath3 = "C:\\CICIDS\\Wednesday-workingHours.pcap_ISCX.csv"
df3 = pd.read_csv(datapath3)
datapath4 = "C:\\CICIDS\\Thursday-WorkingHours-Morning-WebAttacks.pcap_ISCX.csv"
df4 = pd.read_csv(datapath4, encoding=('ISO-8859-1'),low_memory=False)
datapath5 = "C:\\CICIDS\\Thursday-WorkingHours-Afternoon-Infilteration.pcap_ISCX.csv"
df5 = pd.read_csv(datapath5)
datapath6 = "C:\\CICIDS\\Friday-WorkingHours-Morning.pcap_ISCX.csv"
df6 = pd.read_csv(datapath6)
datapath7 = "C:\\CICIDS\\Friday-WorkingHours-Afternoon-PortScan.pcap_ISCX.csv"
df7 = pd.read_csv(datapath7)
datapath8 = "C:\\CICIDS\\Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv"
df8 = pd.read_csv(datapath8)


pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
nRowsRead = None


data = pd.concat([df1,df2])
del df1,df2
data = pd.concat([data,df3])
del df3
data = pd.concat([data,df4])
del df4
data = pd.concat([data,df5])
del df5
data = pd.concat([data,df6])
del df6
data = pd.concat([data,df7])
del df7
data = pd.concat ([data,df8])
del df8


data.head()


nRow, nCol = data.shape
print(f'jumlah Baris sebanyak {nRow} baris; jumlah kolom sebanyak {nCol} kolom')

jumlah Baris sebanyak 2830743 baris; jumlah kolom sebanyak 85 kolom


data.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2830743 entries, 0 to 225744
Data columns (total 85 columns):
 #   Column                       Dtype  
---  ------                       -----  
 0   Flow ID                      object 
 1   Source IP                    object 
 2   Source Port                  int64  
 3   Destination IP               object 
 4   Destination Port             int64  
 5   Protocol                     int64  
 6   Timestamp                    object 
 7   Flow Duration                int64  
 8   Total Fwd Packets            int64  
 9   Total Backward Packets       int64  
 10  Total Length of Fwd Packets  float64
 11  Total Length of Bwd Packets  float64
 12  Fwd Packet Length Max        int64  
 13  Fwd Packet Length Min        int64  
 14  Fwd Packet Length Mean       float64
 15  Fwd Packet Length Std        float64
 16  Bwd Packet Length Max        int64  
 17  Bwd Packet Length Min        int64  
 18  Bwd Packet Length Mean       float64
 19  Bwd Packet Length Std        float64
 20  Flow Bytes/s                 float64
 21  Flow Packets/s               float64
 22  Flow IAT Mean                float64
 23  Flow IAT Std                 float64
 24  Flow IAT Max                 float64
 25  Flow IAT Min                 float64
 26  Fwd IAT Total                float64
 27  Fwd IAT Mean                 float64
 28  Fwd IAT Std                  float64
 29  Fwd IAT Max                  float64
 30  Fwd IAT Min                  float64
 31  Bwd IAT Total                float64
 32  Bwd IAT Mean                 float64
 33  Bwd IAT Std                  float64
 34  Bwd IAT Max                  float64
 35  Bwd IAT Min                  float64
 36  Fwd PSH Flags                int64  
 37  Bwd PSH Flags                int64  
 38  Fwd URG Flags                int64  
 39  Bwd URG Flags                int64  
 40  Fwd Header Length            int64  
 41  Bwd Header Length            int64  
 42  Fwd Packets/s                float64
 43  Bwd Packets/s                float64
 44  Min Packet Length            int64  
 45  Max Packet Length            int64  
 46  Packet Length Mean           float64
 47  Packet Length Std            float64
 48  Packet Length Variance       float64
 49  FIN Flag Count               int64  
 50  SYN Flag Count               int64  
 51  RST Flag Count               int64  
 52  PSH Flag Count               int64  
 53  ACK Flag Count               int64  
 54  URG Flag Count               int64  
 55  CWE Flag Count               int64  
 56  ECE Flag Count               int64  
 57  Down/Up Ratio                int64  
 58  Average Packet Size          float64
 59  Avg Fwd Segment Size         float64
 60  Avg Bwd Segment Size         float64
 61  Fwd Header Length.1          int64  
 62  Fwd Avg Bytes/Bulk           int64  
 63  Fwd Avg Packets/Bulk         int64  
 64  Fwd Avg Bulk Rate            int64  
 65  Bwd Avg Bytes/Bulk           int64  
 66  Bwd Avg Packets/Bulk         int64  
 67  Bwd Avg Bulk Rate            int64  
 68  Subflow Fwd Packets          int64  
 69  Subflow Fwd Bytes            int64  
 70  Subflow Bwd Packets          int64  
 71  Subflow Bwd Bytes            int64  
 72  Init_Win_bytes_forward       int64  
 73  Init_Win_bytes_backward      int64  
 74  act_data_pkt_fwd             int64  
 75  min_seg_size_forward         int64  
 76  Active Mean                  float64
 77  Active Std                   float64
 78  Active Max                   float64
 79  Active Min                   float64
 80  Idle Mean                    float64
 81  Idle Std                     float64
 82  Idle Max                     float64
 83  Idle Min                     float64
 84  Label                        object 
dtypes: float64(38), int64(42), object(5)
memory usage: 1.8+ GB


kolom_label = data['Label'].value_counts()
kolom_label

BENIGN                        2273097
DoS Hulk                       231073
PortScan                       158930
DDoS                           128027
DoS GoldenEye                   10293
FTP-Patator                      7938
SSH-Patator                      5897
DoS slowloris                    5796
DoS Slowhttptest                 5499
Bot                              1966
Web Attack  Brute Force         1507
Web Attack  XSS                  652
Infiltration                       36
Web Attack  Sql Injection         21
Heartbleed                         11
Name: Label, dtype: int64


fig = go.Figure(go.Funnel(
    y=kolom_label.index,
    x=kolom_label.values,
))

fig.update_layout(
    title="Funnel Chart",
    margin=dict(l=0, r=0),
)

fig.show()


L = kolom_label.index
L

Index(['BENIGN', 'DoS Hulk', 'PortScan', 'DDoS', 'DoS GoldenEye',
       'FTP-Patator', 'SSH-Patator', 'DoS slowloris', 'DoS Slowhttptest',
       'Bot', 'Web Attack  Brute Force', 'Web Attack  XSS', 'Infiltration',
       'Web Attack  Sql Injection', 'Heartbleed'],
      dtype='object')


kol_lab = data['Label']
kol_lab = pd.DataFrame(kol_lab)
unsur_yang_diubah = ['DoS Hulk', 'PortScan', 'DDoS', 'DoS GoldenEye',
       'FTP-Patator', 'SSH-Patator', 'DoS slowloris', 'DoS Slowhttptest',
       'Bot', 'Web Attack  Brute Force', 'Web Attack  XSS', 'Infiltration',
       'Web Attack  Sql Injection', 'Heartbleed']
for unsur in unsur_yang_diubah:
    kol_lab['Label'] = kol_lab['Label'].replace(unsur, 'ATTACK')

ck = kol_lab['Label'].value_counts()

labels = ck.index
values = ck.values

fig = go.Figure(data=[go.Pie(labels=labels, values=values)])

fig.update_traces(
    textinfo="percent+label",
    marker=dict(
        colors=['#636EFA', '#A7AAF7'],
        line=dict(color='#FFFFFF', width=1)
    )
)

fig.update_layout(title_text="Perbandingan antara Benign dan Attack")
fig.show()


# Menghitung jumlah NaN dalam setiap kolom
nan_count = data.isna().sum()

# Membuat DataFrame yang berisi informasi jumlah NaN per kolom
nan_info = pd.DataFrame({'Kolom': nan_count.index, 'Jumlah NaN': nan_count.values})

# Menampilkan keseluruhan DataFrame
print(nan_info)

                          Kolom  Jumlah NaN
0                       Flow ID           0
1                     Source IP           0
2                   Source Port           0
3                Destination IP           0
4              Destination Port           0
5                      Protocol           0
6                     Timestamp           0
7                 Flow Duration           0
8             Total Fwd Packets           0
9        Total Backward Packets           0
10  Total Length of Fwd Packets           0
11  Total Length of Bwd Packets           0
12        Fwd Packet Length Max           0
13        Fwd Packet Length Min           0
14       Fwd Packet Length Mean           0
15        Fwd Packet Length Std           0
16        Bwd Packet Length Max           0
17        Bwd Packet Length Min           0
18       Bwd Packet Length Mean           0
19        Bwd Packet Length Std           0
20                 Flow Bytes/s        1358
21               Flow Packets/s           0
22                Flow IAT Mean           0
23                 Flow IAT Std           0
24                 Flow IAT Max           0
25                 Flow IAT Min           0
26                Fwd IAT Total           0
27                 Fwd IAT Mean           0
28                  Fwd IAT Std           0
29                  Fwd IAT Max           0
30                  Fwd IAT Min           0
31                Bwd IAT Total           0
32                 Bwd IAT Mean           0
33                  Bwd IAT Std           0
34                  Bwd IAT Max           0
35                  Bwd IAT Min           0
36                Fwd PSH Flags           0
37                Bwd PSH Flags           0
38                Fwd URG Flags           0
39                Bwd URG Flags           0
40            Fwd Header Length           0
41            Bwd Header Length           0
42                Fwd Packets/s           0
43                Bwd Packets/s           0
44            Min Packet Length           0
45            Max Packet Length           0
46           Packet Length Mean           0
47            Packet Length Std           0
48       Packet Length Variance           0
49               FIN Flag Count           0
50               SYN Flag Count           0
51               RST Flag Count           0
52               PSH Flag Count           0
53               ACK Flag Count           0
54               URG Flag Count           0
55               CWE Flag Count           0
56               ECE Flag Count           0
57                Down/Up Ratio           0
58          Average Packet Size           0
59         Avg Fwd Segment Size           0
60         Avg Bwd Segment Size           0
61          Fwd Header Length.1           0
62           Fwd Avg Bytes/Bulk           0
63         Fwd Avg Packets/Bulk           0
64            Fwd Avg Bulk Rate           0
65           Bwd Avg Bytes/Bulk           0
66         Bwd Avg Packets/Bulk           0
67            Bwd Avg Bulk Rate           0
68          Subflow Fwd Packets           0
69            Subflow Fwd Bytes           0
70          Subflow Bwd Packets           0
71            Subflow Bwd Bytes           0
72       Init_Win_bytes_forward           0
73      Init_Win_bytes_backward           0
74             act_data_pkt_fwd           0
75         min_seg_size_forward           0
76                  Active Mean           0
77                   Active Std           0
78                   Active Max           0
79                   Active Min           0
80                    Idle Mean           0
81                     Idle Std           0
82                     Idle Max           0
83                     Idle Min           0
84                        Label           0


jumlah_nan_true = data.isna().sum().sum()
jumlah_nan_false = data[data.notna().all(axis=1)].shape[0]

print("Jumlah NaN dalam dataset:", jumlah_nan_true)
print("Jumlah non-NaN dalam dataset:", jumlah_nan_false)

Jumlah NaN dalam dataset: 1358
Jumlah non-NaN dalam dataset: 2829385


data_yg_mengandung_null = data[data.isnull().any(axis=1)]

mk = data_yg_mengandung_null['Label'].value_counts()

labels = mk.index
values = mk.values

fig = go.Figure(data=[go.Pie(labels=labels, values=values)])

fig.update_traces(
    textinfo="percent+label",
    marker=dict(
        colors=['#90AFC5', '#336B87'],
        line=dict(color='#FFFFFF', width=1)
    )
)

fig.update_layout(title_text="_")
fig.show()


# Menghitung jumlah 'inf' dalam setiap kolom
inf_count = data.applymap(lambda x: str(x) == 'inf')

# Menggabungkan informasi jumlah 'inf' dengan nama kolom
inf_info = pd.DataFrame({'Kolom': inf_count.sum().index, 'Jumlah "inf"': inf_count.sum().values})

# Menampilkan keseluruhan DataFrame
print(inf_info)

                          Kolom  Jumlah "inf"
0                       Flow ID             0
1                     Source IP             0
2                   Source Port             0
3                Destination IP             0
4              Destination Port             0
5                      Protocol             0
6                     Timestamp             0
7                 Flow Duration             0
8             Total Fwd Packets             0
9        Total Backward Packets             0
10  Total Length of Fwd Packets             0
11  Total Length of Bwd Packets             0
12        Fwd Packet Length Max             0
13        Fwd Packet Length Min             0
14       Fwd Packet Length Mean             0
15        Fwd Packet Length Std             0
16        Bwd Packet Length Max             0
17        Bwd Packet Length Min             0
18       Bwd Packet Length Mean             0
19        Bwd Packet Length Std             0
20                 Flow Bytes/s          1509
21               Flow Packets/s          2867
22                Flow IAT Mean             0
23                 Flow IAT Std             0
24                 Flow IAT Max             0
25                 Flow IAT Min             0
26                Fwd IAT Total             0
27                 Fwd IAT Mean             0
28                  Fwd IAT Std             0
29                  Fwd IAT Max             0
30                  Fwd IAT Min             0
31                Bwd IAT Total             0
32                 Bwd IAT Mean             0
33                  Bwd IAT Std             0
34                  Bwd IAT Max             0
35                  Bwd IAT Min             0
36                Fwd PSH Flags             0
37                Bwd PSH Flags             0
38                Fwd URG Flags             0
39                Bwd URG Flags             0
40            Fwd Header Length             0
41            Bwd Header Length             0
42                Fwd Packets/s             0
43                Bwd Packets/s             0
44            Min Packet Length             0
45            Max Packet Length             0
46           Packet Length Mean             0
47            Packet Length Std             0
48       Packet Length Variance             0
49               FIN Flag Count             0
50               SYN Flag Count             0
51               RST Flag Count             0
52               PSH Flag Count             0
53               ACK Flag Count             0
54               URG Flag Count             0
55               CWE Flag Count             0
56               ECE Flag Count             0
57                Down/Up Ratio             0
58          Average Packet Size             0
59         Avg Fwd Segment Size             0
60         Avg Bwd Segment Size             0
61          Fwd Header Length.1             0
62           Fwd Avg Bytes/Bulk             0
63         Fwd Avg Packets/Bulk             0
64            Fwd Avg Bulk Rate             0
65           Bwd Avg Bytes/Bulk             0
66         Bwd Avg Packets/Bulk             0
67            Bwd Avg Bulk Rate             0
68          Subflow Fwd Packets             0
69            Subflow Fwd Bytes             0
70          Subflow Bwd Packets             0
71            Subflow Bwd Bytes             0
72       Init_Win_bytes_forward             0
73      Init_Win_bytes_backward             0
74             act_data_pkt_fwd             0
75         min_seg_size_forward             0
76                  Active Mean             0
77                   Active Std             0
78                   Active Max             0
79                   Active Min             0
80                    Idle Mean             0
81                     Idle Std             0
82                     Idle Max             0
83                     Idle Min             0
84                        Label             0


# mengubah data yang berkarakter 'inf' menjadi data yang bernilai inf
kolom_yg_mengandung_nilai_infinity = ['Flow Packets/s', 'Flow Bytes/s']

for kolom in kolom_yg_mengandung_nilai_infinity:
    data[kolom] = data[kolom].replace('inf', float('inf'))

kolom_yang_infinity = np.isinf(data[kolom])

data_yg_mengandung_infinity = data[data[kolom].isin([np.inf, np.inf])]


# menggabungkan data Nan dan inf
data = data.replace([np.inf, -np.inf], np.nan)

mising_value = data[data.isnull().any(axis=1)]

non_missing_valua = data[data.notna().all(axis=1)].shape[0]


# perbandingan data yang missing dan non missing
ms = len(mising_value)
nms = non_missing_valua

print("Jumlah missing dalam dataset:", ms)
print("Jumlah non-missing dalam dataset:", nms)

Jumlah missing dalam dataset: 2867
Jumlah non-missing dalam dataset: 2827876


# Data
labels = ['Missing', 'non-Missing']
values = [ms, nms]

# Buat pie chart
fig = go.Figure(data=[go.Pie(labels=labels, values=values)])

# Menyesuaikan tampilan pie chart
fig.update_traces(
    textinfo="percent+label",
    marker=dict(
        colors=["#f47a60", "#7fe7dc",],
        line=dict(color='#FFFFFF', width=0.5)
    )
)

fig.update_layout(title_text="missing and non missing value")

# Tampilkan pie chart
fig.show()


# membersihkan missing value
data_clean = data.dropna()

# data yang sudah bersih dari missing value
data_clean.shape

(2827876, 85)


data_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2827876 entries, 0 to 225744
Data columns (total 85 columns):
 #   Column                       Dtype  
---  ------                       -----  
 0   Flow ID                      object 
 1   Source IP                    object 
 2   Source Port                  int64  
 3   Destination IP               object 
 4   Destination Port             int64  
 5   Protocol                     int64  
 6   Timestamp                    object 
 7   Flow Duration                int64  
 8   Total Fwd Packets            int64  
 9   Total Backward Packets       int64  
 10  Total Length of Fwd Packets  float64
 11  Total Length of Bwd Packets  float64
 12  Fwd Packet Length Max        int64  
 13  Fwd Packet Length Min        int64  
 14  Fwd Packet Length Mean       float64
 15  Fwd Packet Length Std        float64
 16  Bwd Packet Length Max        int64  
 17  Bwd Packet Length Min        int64  
 18  Bwd Packet Length Mean       float64
 19  Bwd Packet Length Std        float64
 20  Flow Bytes/s                 float64
 21  Flow Packets/s               float64
 22  Flow IAT Mean                float64
 23  Flow IAT Std                 float64
 24  Flow IAT Max                 float64
 25  Flow IAT Min                 float64
 26  Fwd IAT Total                float64
 27  Fwd IAT Mean                 float64
 28  Fwd IAT Std                  float64
 29  Fwd IAT Max                  float64
 30  Fwd IAT Min                  float64
 31  Bwd IAT Total                float64
 32  Bwd IAT Mean                 float64
 33  Bwd IAT Std                  float64
 34  Bwd IAT Max                  float64
 35  Bwd IAT Min                  float64
 36  Fwd PSH Flags                int64  
 37  Bwd PSH Flags                int64  
 38  Fwd URG Flags                int64  
 39  Bwd URG Flags                int64  
 40  Fwd Header Length            int64  
 41  Bwd Header Length            int64  
 42  Fwd Packets/s                float64
 43  Bwd Packets/s                float64
 44  Min Packet Length            int64  
 45  Max Packet Length            int64  
 46  Packet Length Mean           float64
 47  Packet Length Std            float64
 48  Packet Length Variance       float64
 49  FIN Flag Count               int64  
 50  SYN Flag Count               int64  
 51  RST Flag Count               int64  
 52  PSH Flag Count               int64  
 53  ACK Flag Count               int64  
 54  URG Flag Count               int64  
 55  CWE Flag Count               int64  
 56  ECE Flag Count               int64  
 57  Down/Up Ratio                int64  
 58  Average Packet Size          float64
 59  Avg Fwd Segment Size         float64
 60  Avg Bwd Segment Size         float64
 61  Fwd Header Length.1          int64  
 62  Fwd Avg Bytes/Bulk           int64  
 63  Fwd Avg Packets/Bulk         int64  
 64  Fwd Avg Bulk Rate            int64  
 65  Bwd Avg Bytes/Bulk           int64  
 66  Bwd Avg Packets/Bulk         int64  
 67  Bwd Avg Bulk Rate            int64  
 68  Subflow Fwd Packets          int64  
 69  Subflow Fwd Bytes            int64  
 70  Subflow Bwd Packets          int64  
 71  Subflow Bwd Bytes            int64  
 72  Init_Win_bytes_forward       int64  
 73  Init_Win_bytes_backward      int64  
 74  act_data_pkt_fwd             int64  
 75  min_seg_size_forward         int64  
 76  Active Mean                  float64
 77  Active Std                   float64
 78  Active Max                   float64
 79  Active Min                   float64
 80  Idle Mean                    float64
 81  Idle Std                     float64
 82  Idle Max                     float64
 83  Idle Min                     float64
 84  Label                        object 
dtypes: float64(38), int64(42), object(5)
memory usage: 1.8+ GB


pt = data_clean['Protocol'].value_counts()

pt

6     1826704
17     999476
0        1696
Name: Protocol, dtype: int64


# membersihkan kolom yg tidak diperlukan
kolom_yg_dhapus = ['Flow ID', 'Source IP', 'Source Port', 'Destination IP', 'Protocol', 'Timestamp']

for kolomh in kolom_yg_dhapus :
    del data_clean[kolomh]


data_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2827876 entries, 0 to 225744
Data columns (total 79 columns):
 #   Column                       Dtype  
---  ------                       -----  
 0   Destination Port             int64  
 1   Flow Duration                int64  
 2   Total Fwd Packets            int64  
 3   Total Backward Packets       int64  
 4   Total Length of Fwd Packets  float64
 5   Total Length of Bwd Packets  float64
 6   Fwd Packet Length Max        int64  
 7   Fwd Packet Length Min        int64  
 8   Fwd Packet Length Mean       float64
 9   Fwd Packet Length Std        float64
 10  Bwd Packet Length Max        int64  
 11  Bwd Packet Length Min        int64  
 12  Bwd Packet Length Mean       float64
 13  Bwd Packet Length Std        float64
 14  Flow Bytes/s                 float64
 15  Flow Packets/s               float64
 16  Flow IAT Mean                float64
 17  Flow IAT Std                 float64
 18  Flow IAT Max                 float64
 19  Flow IAT Min                 float64
 20  Fwd IAT Total                float64
 21  Fwd IAT Mean                 float64
 22  Fwd IAT Std                  float64
 23  Fwd IAT Max                  float64
 24  Fwd IAT Min                  float64
 25  Bwd IAT Total                float64
 26  Bwd IAT Mean                 float64
 27  Bwd IAT Std                  float64
 28  Bwd IAT Max                  float64
 29  Bwd IAT Min                  float64
 30  Fwd PSH Flags                int64  
 31  Bwd PSH Flags                int64  
 32  Fwd URG Flags                int64  
 33  Bwd URG Flags                int64  
 34  Fwd Header Length            int64  
 35  Bwd Header Length            int64  
 36  Fwd Packets/s                float64
 37  Bwd Packets/s                float64
 38  Min Packet Length            int64  
 39  Max Packet Length            int64  
 40  Packet Length Mean           float64
 41  Packet Length Std            float64
 42  Packet Length Variance       float64
 43  FIN Flag Count               int64  
 44  SYN Flag Count               int64  
 45  RST Flag Count               int64  
 46  PSH Flag Count               int64  
 47  ACK Flag Count               int64  
 48  URG Flag Count               int64  
 49  CWE Flag Count               int64  
 50  ECE Flag Count               int64  
 51  Down/Up Ratio                int64  
 52  Average Packet Size          float64
 53  Avg Fwd Segment Size         float64
 54  Avg Bwd Segment Size         float64
 55  Fwd Header Length.1          int64  
 56  Fwd Avg Bytes/Bulk           int64  
 57  Fwd Avg Packets/Bulk         int64  
 58  Fwd Avg Bulk Rate            int64  
 59  Bwd Avg Bytes/Bulk           int64  
 60  Bwd Avg Packets/Bulk         int64  
 61  Bwd Avg Bulk Rate            int64  
 62  Subflow Fwd Packets          int64  
 63  Subflow Fwd Bytes            int64  
 64  Subflow Bwd Packets          int64  
 65  Subflow Bwd Bytes            int64  
 66  Init_Win_bytes_forward       int64  
 67  Init_Win_bytes_backward      int64  
 68  act_data_pkt_fwd             int64  
 69  min_seg_size_forward         int64  
 70  Active Mean                  float64
 71  Active Std                   float64
 72  Active Max                   float64
 73  Active Min                   float64
 74  Idle Mean                    float64
 75  Idle Std                     float64
 76  Idle Max                     float64
 77  Idle Min                     float64
 78  Label                        object 
dtypes: float64(38), int64(40), object(1)
memory usage: 1.7+ GB


# memeriksa data duplikat
data_dupl = data_clean[data_clean.duplicated(keep=False)]

dp = len(data_dupl)

print(dp)

430301


data_dupl.tail()


# memeriksa baris data duplikat
data_dupls = data_clean[data_clean.duplicated()]

# baris data yg duplikat
data_dupls.head()


# jumlah duplikat data dan non duplikat
data_dup = data_clean.duplicated().value_counts()

data_dup

False    2497676
True      330200
dtype: int64


# Data
labels = data_dup.index
values = data_dup.values

# Buat pie chart
fig = go.Figure(data=[go.Pie(labels=labels, values=values)])

# Menyesuaikan tampilan pie chart
fig.update_traces(
    textinfo="percent+label",
    marker=dict(
        colors=["#DF678C", "#3D155F",],
        line=dict(color='#FFFFFF', width=0.5)
    )
)

fig.update_layout(title_text="duplikat & non duplikat")

# Tampilkan pie chart
fig.show()


# membersihkan data yg duplikat
data_clean.drop_duplicates(inplace=True)

C:\Users\ASUS\AppData\Local\Temp\ipykernel_13656\3747414899.py:2: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy


data_clean.shape

(2497676, 79)


# hapus kolom duplikat
del data_clean['Fwd Header Length.1']

data_clean.shape

(2497676, 78)


data_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2497676 entries, 0 to 225744
Data columns (total 78 columns):
 #   Column                       Dtype  
---  ------                       -----  
 0   Destination Port             int64  
 1   Flow Duration                int64  
 2   Total Fwd Packets            int64  
 3   Total Backward Packets       int64  
 4   Total Length of Fwd Packets  float64
 5   Total Length of Bwd Packets  float64
 6   Fwd Packet Length Max        int64  
 7   Fwd Packet Length Min        int64  
 8   Fwd Packet Length Mean       float64
 9   Fwd Packet Length Std        float64
 10  Bwd Packet Length Max        int64  
 11  Bwd Packet Length Min        int64  
 12  Bwd Packet Length Mean       float64
 13  Bwd Packet Length Std        float64
 14  Flow Bytes/s                 float64
 15  Flow Packets/s               float64
 16  Flow IAT Mean                float64
 17  Flow IAT Std                 float64
 18  Flow IAT Max                 float64
 19  Flow IAT Min                 float64
 20  Fwd IAT Total                float64
 21  Fwd IAT Mean                 float64
 22  Fwd IAT Std                  float64
 23  Fwd IAT Max                  float64
 24  Fwd IAT Min                  float64
 25  Bwd IAT Total                float64
 26  Bwd IAT Mean                 float64
 27  Bwd IAT Std                  float64
 28  Bwd IAT Max                  float64
 29  Bwd IAT Min                  float64
 30  Fwd PSH Flags                int64  
 31  Bwd PSH Flags                int64  
 32  Fwd URG Flags                int64  
 33  Bwd URG Flags                int64  
 34  Fwd Header Length            int64  
 35  Bwd Header Length            int64  
 36  Fwd Packets/s                float64
 37  Bwd Packets/s                float64
 38  Min Packet Length            int64  
 39  Max Packet Length            int64  
 40  Packet Length Mean           float64
 41  Packet Length Std            float64
 42  Packet Length Variance       float64
 43  FIN Flag Count               int64  
 44  SYN Flag Count               int64  
 45  RST Flag Count               int64  
 46  PSH Flag Count               int64  
 47  ACK Flag Count               int64  
 48  URG Flag Count               int64  
 49  CWE Flag Count               int64  
 50  ECE Flag Count               int64  
 51  Down/Up Ratio                int64  
 52  Average Packet Size          float64
 53  Avg Fwd Segment Size         float64
 54  Avg Bwd Segment Size         float64
 55  Fwd Avg Bytes/Bulk           int64  
 56  Fwd Avg Packets/Bulk         int64  
 57  Fwd Avg Bulk Rate            int64  
 58  Bwd Avg Bytes/Bulk           int64  
 59  Bwd Avg Packets/Bulk         int64  
 60  Bwd Avg Bulk Rate            int64  
 61  Subflow Fwd Packets          int64  
 62  Subflow Fwd Bytes            int64  
 63  Subflow Bwd Packets          int64  
 64  Subflow Bwd Bytes            int64  
 65  Init_Win_bytes_forward       int64  
 66  Init_Win_bytes_backward      int64  
 67  act_data_pkt_fwd             int64  
 68  min_seg_size_forward         int64  
 69  Active Mean                  float64
 70  Active Std                   float64
 71  Active Max                   float64
 72  Active Min                   float64
 73  Idle Mean                    float64
 74  Idle Std                     float64
 75  Idle Max                     float64
 76  Idle Min                     float64
 77  Label                        object 
dtypes: float64(38), int64(39), object(1)
memory usage: 1.5+ GB


korelasi_data = data_clean.corr()

C:\Users\ASUS\AppData\Local\Temp\ipykernel_13656\4212775778.py:1: FutureWarning:

The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.


korelasi_data


plt.figure(figsize=(50, 40))
sns.heatmap(korelasi_data, annot=True, cmap='coolwarm', fmt=".2f")
plt.title('Heatmap of Correlation Matrix')
plt.savefig('heatmap_korelasi.png')
plt.show()


# membersihkan kolom yg putih
kolom_yg_dhapus = ['Bwd PSH Flags', 'Bwd URG Flags', 'Fwd Avg Bytes/Bulk', 'Fwd Avg Packets/Bulk', 'Fwd Avg Bulk Rate', 'Bwd Avg Bytes/Bulk', 'Bwd Avg Packets/Bulk', 'Bwd Avg Bulk Rate']

for kolomo in kolom_yg_dhapus :
    del data_clean[kolomo]


korelasi_data = data_clean.corr()

korelasi_data

C:\Users\ASUS\AppData\Local\Temp\ipykernel_13656\1152232200.py:1: FutureWarning:

The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.


plt.figure(figsize=(50, 40))
sns.heatmap(korelasi_data, annot=True, cmap='coolwarm', fmt=".2f")
plt.title('Heatmap of Correlation Matrix')
plt.savefig('heatmap_korelasi.png')
plt.show()


kolom_label = data_clean['Label'].value_counts()

kolom_label

BENIGN                        2071935
DoS Hulk                       172846
DDoS                           128014
PortScan                        90694
DoS GoldenEye                   10286
FTP-Patator                      5931
DoS slowloris                    5385
DoS Slowhttptest                 5228
SSH-Patator                      3219
Bot                              1948
Web Attack  Brute Force         1470
Web Attack  XSS                  652
Infiltration                       36
Web Attack  Sql Injection         21
Heartbleed                         11
Name: Label, dtype: int64


fig = go.Figure(go.Funnel(
    y=kolom_label.index,
    x=kolom_label.values,
))

fig.update_layout(
    title="Daftar Serangan by Funnel Chart",
    margin=dict(l=0, r=0),
)

fig.show()


kol_lab = data_clean['Label']
kol_lab = pd.DataFrame(kol_lab)
unsur_yang_diubah = ['DoS Hulk', 'PortScan', 'DDoS', 'DoS GoldenEye',
       'FTP-Patator', 'SSH-Patator', 'DoS slowloris', 'DoS Slowhttptest',
       'Bot', 'Web Attack  Brute Force', 'Web Attack  XSS', 'Infiltration',
       'Web Attack  Sql Injection', 'Heartbleed']
for unsur in unsur_yang_diubah:
    kol_lab['Label'] = kol_lab['Label'].replace(unsur, 'ATTACK')

ck = kol_lab['Label'].value_counts()

labels = ck.index
values = ck.values

fig = go.Figure(data=[go.Pie(labels=labels, values=values)])

fig.update_traces(
    textinfo="percent+label",
    marker=dict(
        colors=['#F9D342', '#292826'],
        line=dict(color='#FFFFFF', width=1)
    )
)

fig.update_layout(title_text="Perbandingan antara Benign dan Attack")
fig.show()


data_clean.columns

Index(['Destination Port', 'Flow Duration', 'Total Fwd Packets',
       'Total Backward Packets', 'Total Length of Fwd Packets',
       'Total Length of Bwd Packets', 'Fwd Packet Length Max',
       'Fwd Packet Length Min', 'Fwd Packet Length Mean',
       'Fwd Packet Length Std', 'Bwd Packet Length Max',
       'Bwd Packet Length Min', 'Bwd Packet Length Mean',
       'Bwd Packet Length Std', 'Flow Bytes/s', 'Flow Packets/s',
       'Flow IAT Mean', 'Flow IAT Std', 'Flow IAT Max', 'Flow IAT Min',
       'Fwd IAT Total', 'Fwd IAT Mean', 'Fwd IAT Std', 'Fwd IAT Max',
       'Fwd IAT Min', 'Bwd IAT Total', 'Bwd IAT Mean', 'Bwd IAT Std',
       'Bwd IAT Max', 'Bwd IAT Min', 'Fwd PSH Flags', 'Fwd URG Flags',
       'Fwd Header Length', 'Bwd Header Length', 'Fwd Packets/s',
       'Bwd Packets/s', 'Min Packet Length', 'Max Packet Length',
       'Packet Length Mean', 'Packet Length Std', 'Packet Length Variance',
       'FIN Flag Count', 'SYN Flag Count', 'RST Flag Count', 'PSH Flag Count',
       'ACK Flag Count', 'URG Flag Count', 'CWE Flag Count', 'ECE Flag Count',
       'Down/Up Ratio', 'Average Packet Size', 'Avg Fwd Segment Size',
       'Avg Bwd Segment Size', 'Subflow Fwd Packets', 'Subflow Fwd Bytes',
       'Subflow Bwd Packets', 'Subflow Bwd Bytes', 'Init_Win_bytes_forward',
       'Init_Win_bytes_backward', 'act_data_pkt_fwd', 'min_seg_size_forward',
       'Active Mean', 'Active Std', 'Active Max', 'Active Min', 'Idle Mean',
       'Idle Std', 'Idle Max', 'Idle Min', 'Label'],
      dtype='object')


data_clean.columns = data_clean.columns.str.strip().str.lower().str.replace(' ', '_').str.replace('(', '').str.replace(')', '')

data_clean.head()

C:\Users\ASUS\AppData\Local\Temp\ipykernel_13656\3188535930.py:1: FutureWarning:

The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.

C:\Users\ASUS\AppData\Local\Temp\ipykernel_13656\3188535930.py:1: FutureWarning:

The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.


data_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2497676 entries, 0 to 225744
Data columns (total 70 columns):
 #   Column                       Dtype  
---  ------                       -----  
 0   destination_port             int64  
 1   flow_duration                int64  
 2   total_fwd_packets            int64  
 3   total_backward_packets       int64  
 4   total_length_of_fwd_packets  float64
 5   total_length_of_bwd_packets  float64
 6   fwd_packet_length_max        int64  
 7   fwd_packet_length_min        int64  
 8   fwd_packet_length_mean       float64
 9   fwd_packet_length_std        float64
 10  bwd_packet_length_max        int64  
 11  bwd_packet_length_min        int64  
 12  bwd_packet_length_mean       float64
 13  bwd_packet_length_std        float64
 14  flow_bytes/s                 float64
 15  flow_packets/s               float64
 16  flow_iat_mean                float64
 17  flow_iat_std                 float64
 18  flow_iat_max                 float64
 19  flow_iat_min                 float64
 20  fwd_iat_total                float64
 21  fwd_iat_mean                 float64
 22  fwd_iat_std                  float64
 23  fwd_iat_max                  float64
 24  fwd_iat_min                  float64
 25  bwd_iat_total                float64
 26  bwd_iat_mean                 float64
 27  bwd_iat_std                  float64
 28  bwd_iat_max                  float64
 29  bwd_iat_min                  float64
 30  fwd_psh_flags                int64  
 31  fwd_urg_flags                int64  
 32  fwd_header_length            int64  
 33  bwd_header_length            int64  
 34  fwd_packets/s                float64
 35  bwd_packets/s                float64
 36  min_packet_length            int64  
 37  max_packet_length            int64  
 38  packet_length_mean           float64
 39  packet_length_std            float64
 40  packet_length_variance       float64
 41  fin_flag_count               int64  
 42  syn_flag_count               int64  
 43  rst_flag_count               int64  
 44  psh_flag_count               int64  
 45  ack_flag_count               int64  
 46  urg_flag_count               int64  
 47  cwe_flag_count               int64  
 48  ece_flag_count               int64  
 49  down/up_ratio                int64  
 50  average_packet_size          float64
 51  avg_fwd_segment_size         float64
 52  avg_bwd_segment_size         float64
 53  subflow_fwd_packets          int64  
 54  subflow_fwd_bytes            int64  
 55  subflow_bwd_packets          int64  
 56  subflow_bwd_bytes            int64  
 57  init_win_bytes_forward       int64  
 58  init_win_bytes_backward      int64  
 59  act_data_pkt_fwd             int64  
 60  min_seg_size_forward         int64  
 61  active_mean                  float64
 62  active_std                   float64
 63  active_max                   float64
 64  active_min                   float64
 65  idle_mean                    float64
 66  idle_std                     float64
 67  idle_max                     float64
 68  idle_min                     float64
 69  label                        object 
dtypes: float64(38), int64(31), object(1)
memory usage: 1.3+ GB


# menyimpan label sebelum dipisahkan dengan dataset.
data_labels = data_clean['label']

data_labels.unique()

array(['BENIGN', 'FTP-Patator', 'SSH-Patator', 'DoS slowloris',
       'DoS Slowhttptest', 'DoS Hulk', 'DoS GoldenEye', 'Heartbleed',
       'Web Attack \x96 Brute Force', 'Web Attack \x96 XSS',
       'Web Attack \x96 Sql Injection', 'Infiltration', 'Bot', 'PortScan',
       'DDoS'], dtype=object)


# data tanpa label
data_no_labels = data_clean.drop('label', axis=1, inplace=False)
data_features = data_no_labels.columns.tolist()

data_no_labels.head()


# mengubah data menjadi data skala yang dpt digunakan untuk reduksi feature
data_scaled = StandardScaler().fit_transform(data_no_labels)
data_scaled = pd.DataFrame(data = data_scaled, columns = data_features)

data_scaled.head()


pca_test = PCA().fit(data_scaled)
plt.plot(np.cumsum(pca_test.explained_variance_ratio_))
plt.xlabel('Number of Principal Components')
plt.ylabel('Cumulative Explained Variance')
plt.show()


pca_test = PCA().fit(data_no_labels)
plt.plot(np.cumsum(pca_test.explained_variance_ratio_))
plt.xlabel('Number of Principal Components')
plt.ylabel('Cumulative Explained Variance')
plt.show()


dimensions_num_for_PCA = 10


def get_PCA_feature_names(num_of_pca_components):
    feature_names = []
    for i in range(num_of_pca_components):    
        feature_names.append(f"PC {i+1}")
    return feature_names


pca = PCA(n_components=dimensions_num_for_PCA)

principal_components = pca.fit(data_no_labels).transform(data_no_labels)


principal_component_headings = get_PCA_feature_names(dimensions_num_for_PCA)


data_pc = pd.DataFrame(data = principal_components, columns = principal_component_headings)
data_pc.head()


data_pc = data_pc.reset_index(drop=True)
data_labels = data_labels.reset_index(drop=True)


data_final = pd.concat([data_pc, data_labels], axis=1, ignore_index=True)


data_final.head()


# menggabungkan data dengan label
data_final = pd.concat([data_pc, data_labels], axis = 1)

data_final.head()


data_final['label'].value_counts()

BENIGN                        2071935
DoS Hulk                       172846
DDoS                           128014
PortScan                        90694
DoS GoldenEye                   10286
FTP-Patator                      5931
DoS slowloris                    5385
DoS Slowhttptest                 5228
SSH-Patator                      3219
Bot                              1948
Web Attack  Brute Force         1470
Web Attack  XSS                  652
Infiltration                       36
Web Attack  Sql Injection         21
Heartbleed                         11
Name: label, dtype: int64

	Flow ID	Source IP	Source Port	Destination IP	Destination Port	Protocol	Timestamp	Flow Duration	Total Fwd Packets	Total Length of Fwd Packets	Fwd Packet Length Max	Fwd Packet Length Min	Fwd Packet Length Mean	Flow Bytes/s	Flow Packets/s	Flow IAT Mean	Flow IAT Max	Flow IAT Min	Fwd IAT Total	Fwd IAT Mean	Fwd IAT Max	Fwd IAT Min	Fwd Header Length	Fwd Packets/s	Min Packet Length	Max Packet Length	Packet Length Mean	ACK Flag Count	URG Flag Count	Average Packet Size	Avg Fwd Segment Size	Fwd Header Length.1	Subflow Fwd Packets	Subflow Fwd Bytes	Init_Win_bytes_forward	Init_Win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	Label
0	192.168.10.5-8.254.250.126-49188-80-6	8.254.250.126	80	192.168.10.5	49188	6	3/7/2017 8:55	4	2	12.0	6	6	6.0	3000000.0	5.000000e+05	4.0	4.0	4.0	4.0	4.0	4.0	4.0	40	5.000000e+05	6	6	6.0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
1	192.168.10.5-8.254.250.126-49188-80-6	8.254.250.126	80	192.168.10.5	49188	6	3/7/2017 8:55	1	2	12.0	6	6	6.0	12000000.0	2.000000e+06	1.0	1.0	1.0	1.0	1.0	1.0	1.0	40	2.000000e+06	6	6	6.0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
2	192.168.10.5-8.254.250.126-49188-80-6	8.254.250.126	80	192.168.10.5	49188	6	3/7/2017 8:55	1	2	12.0	6	6	6.0	12000000.0	2.000000e+06	1.0	1.0	1.0	1.0	1.0	1.0	1.0	40	2.000000e+06	6	6	6.0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
3	192.168.10.5-8.254.250.126-49188-80-6	8.254.250.126	80	192.168.10.5	49188	6	3/7/2017 8:55	1	2	12.0	6	6	6.0	12000000.0	2.000000e+06	1.0	1.0	1.0	1.0	1.0	1.0	1.0	40	2.000000e+06	6	6	6.0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
4	192.168.10.14-8.253.185.121-49486-80-6	8.253.185.121	80	192.168.10.14	49486	6	3/7/2017 8:56	3	2	12.0	6	6	6.0	4000000.0	6.666667e+05	3.0	3.0	3.0	3.0	3.0	3.0	3.0	40	6.666667e+05	6	6	6.0	1	1	9.0	6.0	40	2	12	245	-1	1	20	BENIGN

	Destination Port	Flow Duration	Total Fwd Packets	Total Backward Packets	Total Length of Fwd Packets	Total Length of Bwd Packets	Fwd Packet Length Max	Fwd Packet Length Min	Fwd Packet Length Mean	Bwd Packet Length Max	Bwd Packet Length Min	Bwd Packet Length Mean	Flow Bytes/s	Flow Packets/s	Flow IAT Mean	Flow IAT Std	Flow IAT Max	Flow IAT Min	Fwd IAT Total	Fwd IAT Mean	Fwd IAT Max	Fwd IAT Min	Bwd IAT Total	Bwd IAT Mean	Bwd IAT Max	Bwd IAT Min	Fwd Header Length	Bwd Header Length	Fwd Packets/s	Bwd Packets/s	Min Packet Length	Max Packet Length	Packet Length Mean	Packet Length Std	Packet Length Variance	Down/Up Ratio	Average Packet Size	Avg Fwd Segment Size	Avg Bwd Segment Size	Fwd Header Length.1	Subflow Fwd Packets	Subflow Fwd Bytes	Subflow Bwd Packets	Subflow Bwd Bytes	Init_Win_bytes_forward	Init_Win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	Label
225687	137	4	2	0	124.0	0.0	62	62	62.0	0	0	0.0	3.100000e+07	500000.00000	4.000000	0.000000	4.0	4.0	4.0	4.0	4.0	4.0	0.0	0.0	0.0	0.0	64	0	500000.00000	0.00000	62	62	62.0	0.000000	0.0	0	93.00	62.0	0.0	64	2	124	0	0	-1	-1	1	32	BENIGN
225696	53	184	2	2	84.0	310.0	42	42	42.0	155	155	155.0	2.141304e+06	21739.13043	61.333333	100.171520	177.0	3.0	3.0	3.0	3.0	3.0	4.0	4.0	4.0	4.0	64	64	10869.56522	10869.56522	42	155	87.2	61.892649	3830.7	1	109.00	42.0	155.0	64	2	84	2	310	-1	-1	1	32	BENIGN
225698	53	168	2	2	72.0	194.0	36	36	36.0	97	97	97.0	1.583333e+06	23809.52381	56.000000	57.419509	117.0	3.0	3.0	3.0	3.0	3.0	48.0	48.0	48.0	48.0	64	64	11904.76190	11904.76190	36	97	60.4	33.411076	1116.3	1	75.50	36.0	97.0	64	2	72	2	194	-1	-1	1	32	BENIGN
225706	53	176	2	2	142.0	242.0	71	71	71.0	121	121	121.0	2.181818e+06	22727.27273	58.666667	96.417495	170.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	40	40	11363.63636	11363.63636	71	121	91.0	27.386128	750.0	1	113.75	71.0	121.0	40	2	142	2	242	-1	-1	1	20	BENIGN
225708	123	125	2	2	96.0	96.0	48	48	48.0	48	48	48.0	1.536000e+06	32000.00000	41.666667	66.972631	119.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	3.0	40	40	16000.00000	16000.00000	48	48	48.0	0.000000	0.0	1	60.00	48.0	48.0	40	2	96	2	96	-1	-1	1	20	BENIGN

	Destination Port	Flow Duration	Total Fwd Packets	Total Length of Fwd Packets	Fwd Packet Length Max	Fwd Packet Length Min	Fwd Packet Length Mean	Fwd Packet Length Std	Flow Bytes/s	Flow Packets/s	Flow IAT Mean	Flow IAT Max	Flow IAT Min	Fwd IAT Total	Fwd IAT Mean	Fwd IAT Max	Fwd IAT Min	Fwd PSH Flags	Fwd Header Length	Fwd Packets/s	Min Packet Length	Max Packet Length	Packet Length Mean	Packet Length Std	Packet Length Variance	SYN Flag Count	ACK Flag Count	URG Flag Count	Average Packet Size	Avg Fwd Segment Size	Fwd Header Length.1	Subflow Fwd Packets	Subflow Fwd Bytes	Init_Win_bytes_forward	Init_Win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	Label
2	49188	1	2	12.0	6	6	6.0	0.000000	12000000.0	2000000.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0	40	2000000.0	6	6	6.000000	0.000000	0.000000	0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
3	49188	1	2	12.0	6	6	6.0	0.000000	12000000.0	2000000.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0	40	2000000.0	6	6	6.000000	0.000000	0.000000	0	1	1	9.0	6.0	40	2	12	329	-1	1	20	BENIGN
6	49486	1	2	12.0	6	6	6.0	0.000000	12000000.0	2000000.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0	40	2000000.0	6	6	6.000000	0.000000	0.000000	0	1	1	9.0	6.0	40	2	12	245	-1	1	20	BENIGN
7	49486	1	2	12.0	6	6	6.0	0.000000	12000000.0	2000000.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0	40	2000000.0	6	6	6.000000	0.000000	0.000000	0	1	1	9.0	6.0	40	2	12	245	-1	1	20	BENIGN
46	389	1	2	7.0	7	0	3.5	4.949747	7000000.0	2000000.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1	64	2000000.0	0	7	4.666667	4.041452	16.333333	1	1	0	7.0	3.5	64	2	7	237	-1	0	32	BENIGN

	Destination Port	Flow Duration	Total Fwd Packets	Total Backward Packets	Total Length of Fwd Packets	Total Length of Bwd Packets	Fwd Packet Length Max	Fwd Packet Length Min	Fwd Packet Length Mean	Fwd Packet Length Std	Bwd Packet Length Max	Bwd Packet Length Min	Bwd Packet Length Mean	Bwd Packet Length Std	Flow Bytes/s	Flow Packets/s	Flow IAT Mean	Flow IAT Std	Flow IAT Max	Flow IAT Min	Fwd IAT Total	Fwd IAT Mean	Fwd IAT Std	Fwd IAT Max	Fwd IAT Min	Bwd IAT Total	Bwd IAT Mean	Bwd IAT Std	Bwd IAT Max	Bwd IAT Min	Fwd PSH Flags	Bwd PSH Flags	Fwd URG Flags	Bwd URG Flags	Fwd Header Length	Bwd Header Length	Fwd Packets/s	Bwd Packets/s	Min Packet Length	Max Packet Length	Packet Length Mean	Packet Length Std	Packet Length Variance	FIN Flag Count	SYN Flag Count	RST Flag Count	PSH Flag Count	ACK Flag Count	URG Flag Count	CWE Flag Count	ECE Flag Count	Down/Up Ratio	Average Packet Size	Avg Fwd Segment Size	Avg Bwd Segment Size	Fwd Avg Bytes/Bulk	Fwd Avg Packets/Bulk	Fwd Avg Bulk Rate	Bwd Avg Bytes/Bulk	Bwd Avg Packets/Bulk	Bwd Avg Bulk Rate	Subflow Fwd Packets	Subflow Fwd Bytes	Subflow Bwd Packets	Subflow Bwd Bytes	Init_Win_bytes_forward	Init_Win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	Active Mean	Active Std	Active Max	Active Min	Idle Mean	Idle Std	Idle Max	Idle Min
Destination Port	1.000000	-0.173877	-0.004695	-0.004394	0.009477	-0.003419	0.090423	-0.046065	0.136910	0.122524	-0.214738	-0.261911	-0.240833	-0.192450	0.070321	0.359653	-0.114900	-0.133540	-0.132520	-0.023600	-0.173016	-0.108227	-0.112500	-0.131217	-0.056039	-0.121358	-0.076734	-0.042569	-0.062743	-0.055626	0.234408	NaN	0.004436	NaN	0.000462	0.000768	0.348737	0.144848	-0.253890	-0.145416	-0.173263	-0.141429	-0.078732	-0.038278	0.234408	-0.007201	-0.220909	0.586633	0.525049	0.004436	-0.007112	0.029136	-0.174613	0.136910	-0.240833	NaN	NaN	NaN	NaN	NaN	NaN	-0.004695	0.009490	-0.004394	-0.003419	-0.135038	0.205433	-0.003574	0.001014	-0.041190	-0.048685	-0.058775	-0.027591	-0.129542	0.006380	-0.125236	-0.131047
Flow Duration	-0.173877	1.000000	0.020544	0.019366	0.063343	0.015981	0.262566	-0.115018	0.133495	0.224078	0.484794	-0.238513	0.447411	0.432548	-0.024928	-0.110335	0.534223	0.734430	0.779575	0.060380	0.998526	0.542581	0.720635	0.779318	0.209512	0.819623	0.408185	0.517280	0.579842	0.212468	-0.017442	NaN	-0.002680	NaN	-0.000091	-0.001042	-0.100047	-0.080310	-0.246258	0.500428	0.416048	0.443989	0.270932	0.217935	-0.017442	0.008007	0.177430	0.032749	-0.118388	-0.002680	0.007955	-0.165489	0.393604	0.133495	0.447411	NaN	NaN	NaN	NaN	NaN	NaN	0.020544	0.063426	0.019366	0.015980	0.092673	-0.035393	0.015709	-0.001225	0.184577	0.238259	0.289546	0.116891	0.763741	0.240108	0.775365	0.733717
Total Fwd Packets	-0.004695	0.020544	1.000000	0.999070	0.365510	0.996997	0.009047	-0.003240	-0.000279	0.001084	0.022528	-0.006060	0.021099	0.006006	0.000390	-0.002353	-0.001398	-0.000995	0.001822	-0.000594	0.020213	-0.001392	-0.000371	0.001378	-0.001303	0.023771	-0.000906	0.000449	0.003066	-0.001157	0.001881	NaN	-0.000060	NaN	0.000476	0.013751	-0.002146	-0.001651	-0.006772	0.021710	0.024218	0.011618	0.005111	-0.001352	0.001881	0.000337	0.007011	0.001370	-0.003818	-0.000060	0.000335	0.000906	0.021842	-0.000279	0.021099	NaN	NaN	NaN	NaN	NaN	NaN	1.000000	0.365992	0.999070	0.996987	0.003700	-0.000680	0.887386	-0.000181	0.039856	0.008195	0.030334	0.041227	0.001364	0.000664	0.001444	0.001229
Total Backward Packets	-0.004394	0.019366	0.999070	1.000000	0.359457	0.994433	0.008742	-0.002819	-0.000632	0.000719	0.022322	-0.005339	0.021223	0.005686	0.000337	-0.002389	-0.001741	-0.001463	0.001369	-0.000620	0.019016	-0.001569	-0.000895	0.000911	-0.001172	0.023198	-0.001060	0.000249	0.003151	-0.001111	0.001674	NaN	-0.000061	NaN	0.000757	0.013766	-0.002240	-0.001367	-0.006133	0.021448	0.024638	0.011476	0.005084	-0.001196	0.001674	0.000212	0.006444	0.001199	-0.003174	-0.000061	0.000211	0.003301	0.022271	-0.000632	0.021223	NaN	NaN	NaN	NaN	NaN	NaN	0.999070	0.359939	1.000000	0.994424	0.003141	-0.000680	0.882566	0.000021	0.038888	0.006308	0.028483	0.041227	0.000985	0.000353	0.001010	0.000905
Total Length of Fwd Packets	0.009477	0.063343	0.365510	0.359457	1.000000	0.353788	0.196177	-0.001685	0.185030	0.158801	0.020569	-0.027790	0.016281	0.007498	0.002235	-0.011929	0.002595	0.012509	0.024700	-0.003069	0.062527	0.004150	0.021071	0.024779	-0.006195	0.075934	0.006395	0.034931	0.040256	-0.005184	0.008675	NaN	-0.000328	NaN	-0.001337	0.005023	-0.010684	-0.009371	-0.028447	0.074643	0.081216	0.057194	0.033710	-0.005915	0.008675	0.004455	0.044400	-0.003624	-0.005221	-0.000328	0.004444	-0.011741	0.075875	0.185030	0.016281	NaN	NaN	NaN	NaN	NaN	NaN	0.365510	0.999999	0.359457	0.353789	0.030537	0.009925	0.407473	-0.001192	0.100378	0.102714	0.125708	0.067722	0.020456	0.026350	0.023876	0.016475
Total Length of Bwd Packets	-0.003419	0.015981	0.996997	0.994433	0.353788	1.000000	0.006393	-0.002343	-0.001673	-0.000704	0.021817	-0.004258	0.020533	0.005745	0.000531	-0.001678	-0.001659	-0.001512	0.000805	-0.000431	0.015665	-0.001544	-0.001048	0.000354	-0.000948	0.018943	-0.001320	-0.000674	0.001712	-0.000933	0.001641	NaN	-0.000043	NaN	0.000751	0.013691	-0.001564	-0.001010	-0.004886	0.020697	0.023292	0.011006	0.005715	-0.000832	0.001641	0.000119	0.003757	0.002338	-0.002558	-0.000043	0.000118	0.002963	0.021142	-0.001673	0.020533	NaN	NaN	NaN	NaN	NaN	NaN	0.996997	0.354267	0.994433	1.000000	0.001214	-0.000775	0.883980	0.000020	0.035920	0.003396	0.024762	0.039051	0.000479	0.000001	0.000463	0.000471
Fwd Packet Length Max	0.090423	0.262566	0.009047	0.008742	0.196177	0.006393	1.000000	-0.003958	0.888951	0.968518	0.083609	-0.141929	0.063338	0.064996	0.036214	-0.055766	0.063394	0.146505	0.191162	-0.015749	0.258776	0.078039	0.215476	0.195259	-0.029979	0.290660	0.061198	0.264467	0.252085	-0.028605	0.005481	NaN	-0.001736	NaN	0.000262	0.000604	-0.048870	-0.049320	-0.145585	0.379118	0.330176	0.341987	0.252559	-0.003216	0.005481	0.017716	0.224345	-0.027329	0.021213	-0.001736	0.017697	-0.051007	0.321559	0.888951	0.063338	NaN	NaN	NaN	NaN	NaN	NaN	0.009047	0.196441	0.008742	0.006392	0.156469	0.015827	0.007325	0.000608	0.120296	0.087857	0.138441	0.102646	0.170950	0.175238	0.189487	0.146838
Fwd Packet Length Min	-0.046065	-0.115018	-0.003240	-0.002819	-0.001685	-0.002343	-0.003958	1.000000	0.244083	-0.078022	-0.132643	0.295068	-0.113585	-0.133249	0.001568	-0.050721	-0.021362	-0.057408	-0.082683	0.002027	-0.118837	-0.013153	-0.105829	-0.089405	0.041925	-0.080426	0.015063	-0.053450	-0.034992	0.039306	0.096519	NaN	-0.001769	NaN	-0.000711	-0.000680	-0.048249	-0.025531	0.442349	-0.115133	-0.056330	-0.102357	-0.088492	-0.051602	0.096519	-0.005181	-0.202421	-0.106016	0.016190	-0.001769	-0.004667	0.293750	-0.039194	0.244083	-0.113585	NaN	NaN	NaN	NaN	NaN	NaN	-0.003240	-0.001687	-0.002819	-0.002343	-0.146483	-0.069907	-0.002293	-0.001226	-0.036028	-0.033065	-0.045360	-0.027925	-0.077879	-0.032239	-0.080174	-0.073646
Fwd Packet Length Mean	0.136910	0.133495	-0.000279	-0.000632	0.185030	-0.001673	0.888951	0.244083	1.000000	0.897729	-0.003252	-0.039421	-0.014037	-0.006219	0.086402	-0.042348	0.046005	0.111272	0.141295	-0.012137	0.130055	0.063824	0.163039	0.144788	-0.011616	0.168708	0.059601	0.232671	0.222980	-0.009478	0.062477	NaN	-0.001837	NaN	-0.000054	0.000216	-0.035481	-0.045869	-0.007167	0.287077	0.297016	0.279039	0.211376	-0.015083	0.062477	0.012867	0.090603	-0.006043	0.050233	-0.001837	0.012979	0.031291	0.299053	1.000000	-0.014037	NaN	NaN	NaN	NaN	NaN	NaN	-0.000279	0.185273	-0.000632	-0.001673	0.046373	-0.015123	0.000115	0.000121	0.090354	0.053958	0.090333	0.078874	0.119456	0.176843	0.140131	0.095581
Fwd Packet Length Std	0.122524	0.224078	0.001084	0.000719	0.158801	-0.000704	0.968518	-0.078022	0.897729	1.000000	0.075267	-0.152695	0.055767	0.067081	0.076477	-0.036426	0.066728	0.154312	0.195984	-0.014720	0.221037	0.083256	0.229540	0.201368	-0.029202	0.242056	0.059252	0.268584	0.250552	-0.028041	0.015962	NaN	-0.001481	NaN	0.000296	0.000500	-0.029670	-0.043763	-0.167430	0.373314	0.325617	0.352335	0.277683	0.009741	0.015962	0.014562	0.197414	0.005842	0.036072	-0.001481	0.014511	-0.065195	0.321349	0.897729	0.055767	NaN	NaN	NaN	NaN	NaN	NaN	0.001084	0.159016	0.000719	-0.000704	0.130897	0.014220	0.000792	0.000659	0.102895	0.065142	0.111241	0.091307	0.173865	0.188626	0.194163	0.148423
Bwd Packet Length Max	-0.214738	0.484794	0.022528	0.022322	0.020569	0.021817	0.083609	-0.132643	-0.003252	0.075267	1.000000	-0.241908	0.958121	0.982489	-0.023866	-0.111199	0.215699	0.476437	0.571233	-0.027088	0.481245	0.204550	0.596189	0.566844	-0.054015	0.210394	0.035590	0.279396	0.232750	-0.052555	-0.101014	NaN	-0.002719	NaN	0.000651	0.001160	-0.101143	-0.079353	-0.273644	0.947119	0.878858	0.938609	0.851858	0.247896	-0.101014	0.004682	0.250973	-0.019388	-0.160616	-0.002719	0.004638	-0.045987	0.873778	-0.003252	0.958121	NaN	NaN	NaN	NaN	NaN	NaN	0.022528	0.020597	0.022322	0.021818	0.109001	-0.065538	0.016562	0.001260	0.069806	0.034391	0.071065	0.068274	0.568727	0.166687	0.573639	0.550812
Bwd Packet Length Min	-0.261911	-0.238513	-0.006060	-0.005339	-0.027790	-0.004258	-0.141929	0.295068	-0.039421	-0.152695	-0.241908	1.000000	-0.172368	-0.258305	-0.019893	-0.122928	-0.093429	-0.144991	-0.186181	-0.028828	-0.234165	-0.057569	-0.202430	-0.183145	0.044670	-0.170404	0.001399	-0.131367	-0.098589	0.056262	-0.092290	NaN	-0.003377	NaN	0.000674	-0.000668	-0.118331	-0.054627	0.718671	-0.256496	-0.188302	-0.244136	-0.186164	-0.101384	-0.092290	-0.010027	-0.386490	-0.373400	-0.193022	-0.003377	-0.010047	0.201233	-0.162005	-0.039421	-0.172368	NaN	NaN	NaN	NaN	NaN	NaN	-0.006060	-0.027827	-0.005339	-0.004258	-0.294326	-0.144310	-0.004303	0.000338	-0.072800	-0.062920	-0.088482	-0.057779	-0.173027	-0.059887	-0.176364	-0.165532
Bwd Packet Length Mean	-0.240833	0.447411	0.021099	0.021223	0.016281	0.020533	0.063338	-0.113585	-0.014037	0.055767	0.958121	-0.172368	1.000000	0.940673	-0.025927	-0.123698	0.203426	0.468383	0.567710	-0.030053	0.444219	0.195257	0.585550	0.563101	-0.050871	0.146164	0.015256	0.225366	0.191118	-0.048424	-0.110404	NaN	-0.003053	NaN	0.000720	0.001127	-0.113024	-0.085670	-0.226316	0.902921	0.920774	0.918088	0.793072	0.216194	-0.110404	0.005541	0.228343	-0.036439	-0.179665	-0.003053	0.005491	-0.019834	0.915088	-0.014037	1.000000	NaN	NaN	NaN	NaN	NaN	NaN	0.021099	0.016304	0.021223	0.020533	0.101161	-0.079711	0.016107	0.001321	0.069529	0.027213	0.064798	0.070239	0.564833	0.166486	0.569780	0.547220
Bwd Packet Length Std	-0.192450	0.432548	0.006006	0.005686	0.007498	0.005745	0.064996	-0.133249	-0.006219	0.067081	0.982489	-0.258305	0.940673	1.000000	-0.021619	-0.099949	0.211041	0.460429	0.544535	-0.024385	0.429372	0.196335	0.571939	0.540421	-0.050387	0.152830	0.029509	0.250464	0.199286	-0.049291	-0.092766	NaN	-0.002432	NaN	0.000575	0.000885	-0.090708	-0.072351	-0.278569	0.931345	0.849175	0.941421	0.890249	0.230976	-0.092766	0.004539	0.234821	0.007190	-0.143655	-0.002432	0.004499	-0.060456	0.849090	-0.006219	0.940673	NaN	NaN	NaN	NaN	NaN	NaN	0.006006	0.007509	0.005686	0.005745	0.088591	-0.059690	0.004266	0.001166	0.053899	0.011257	0.044539	0.058490	0.539576	0.174381	0.546417	0.520634
Flow Bytes/s	0.070321	-0.024928	0.000390	0.000337	0.002235	0.000531	0.036214	0.001568	0.086402	0.076477	-0.023866	-0.019893	-0.025927	-0.021619	1.000000	0.286854	-0.016346	-0.020526	-0.021231	-0.002990	-0.024463	-0.015429	-0.019153	-0.020843	-0.006634	-0.019441	-0.011426	-0.013320	-0.015379	-0.006534	0.172062	NaN	-0.000294	NaN	0.000042	0.000069	0.299155	0.007225	-0.003458	-0.006724	0.052917	0.008492	-0.003458	-0.008180	0.172062	-0.000865	-0.032155	0.058816	-0.015194	-0.000294	-0.000867	-0.040797	0.082688	0.086402	-0.025927	NaN	NaN	NaN	NaN	NaN	NaN	0.000390	0.002238	0.000337	0.000531	-0.013384	-0.012209	0.000395	0.000080	-0.007024	-0.005863	-0.008362	-0.005632	-0.019896	-0.006143	-0.020180	-0.019153
Flow Packets/s	0.359653	-0.110335	-0.002353	-0.002389	-0.011929	-0.001678	-0.055766	-0.050721	-0.042348	-0.036426	-0.111199	-0.122928	-0.123698	-0.099949	0.286854	1.000000	-0.072303	-0.090795	-0.093924	-0.013226	-0.108276	-0.068243	-0.084719	-0.092203	-0.029343	-0.086078	-0.050538	-0.058925	-0.068047	-0.028900	0.287512	NaN	0.009848	NaN	0.000183	0.000319	0.980478	0.323595	-0.102728	-0.111327	-0.113472	-0.107088	-0.071587	-0.000590	0.287512	-0.003859	-0.098761	0.252128	0.001060	0.009848	-0.003867	-0.139139	-0.108060	-0.042348	-0.123698	NaN	NaN	NaN	NaN	NaN	NaN	-0.002353	-0.011945	-0.002389	-0.001678	-0.056660	-0.019731	-0.001811	0.000385	-0.031215	-0.025955	-0.037091	-0.025068	-0.088013	-0.027172	-0.089270	-0.084728
Flow IAT Mean	-0.114900	0.534223	-0.001398	-0.001741	0.002595	-0.001659	0.063394	-0.021362	0.046005	0.066728	0.215699	-0.093429	0.203426	0.211041	-0.016346	-0.072303	1.000000	0.710683	0.655964	0.630446	0.533936	0.901786	0.420316	0.654387	0.774186	0.347499	0.633170	0.258520	0.487839	0.573397	0.052233	NaN	-0.001756	NaN	0.000309	-0.000535	-0.065560	-0.052629	-0.043553	0.219939	0.171331	0.201777	0.150775	0.146571	0.052233	0.002506	-0.067291	0.095001	-0.018948	-0.001756	0.002479	-0.088179	0.166480	0.046005	0.203426	NaN	NaN	NaN	NaN	NaN	NaN	-0.001398	0.002599	-0.001741	-0.001659	0.007126	-0.034407	-0.001329	-0.000133	0.062198	0.017327	0.048631	0.063218	0.606458	0.140279	0.608177	0.592728
Flow IAT Std	-0.133540	0.734430	-0.000995	-0.001463	0.012509	-0.001512	0.146505	-0.057408	0.111272	0.154312	0.476437	-0.144991	0.468383	0.460429	-0.020526	-0.090795	0.710683	1.000000	0.937527	-0.020468	0.734124	0.827693	0.802494	0.935545	0.516701	0.453172	0.668173	0.480526	0.676758	0.544190	-0.012990	NaN	-0.002206	NaN	0.000301	-0.001134	-0.082328	-0.066091	-0.127675	0.486786	0.408233	0.455181	0.335277	0.301643	-0.012990	0.009188	-0.087143	0.122597	-0.094329	-0.002206	0.009140	-0.094613	0.397865	0.111272	0.468383	NaN	NaN	NaN	NaN	NaN	NaN	-0.000995	0.012526	-0.001463	-0.001512	-0.070115	-0.050498	-0.001227	-0.000618	0.083214	0.024070	0.060608	0.082539	0.930515	0.231572	0.934799	0.907703
Flow IAT Max	-0.132520	0.779575	0.001822	0.001369	0.024700	0.000805	0.191162	-0.082683	0.141295	0.195984	0.571233	-0.186181	0.567710	0.544535	-0.021231	-0.093924	0.655964	0.937527	1.000000	0.096058	0.779266	0.677505	0.915170	0.998050	0.310213	0.432313	0.451983	0.546531	0.645291	0.302251	-0.012342	NaN	-0.002282	NaN	0.000063	-0.001630	-0.085165	-0.068367	-0.180426	0.586409	0.502672	0.546752	0.394554	0.341055	-0.012342	0.013991	-0.074431	0.161407	-0.082381	-0.002282	0.013932	-0.119376	0.488410	0.141295	0.567710	NaN	NaN	NaN	NaN	NaN	NaN	0.001822	0.024733	0.001369	0.000805	-0.047140	-0.061369	0.000815	-0.001274	0.125252	0.048668	0.093470	0.116705	0.979823	0.277631	0.989469	0.951167
Flow IAT Min	-0.023600	0.060380	-0.000594	-0.000620	-0.003069	-0.000431	-0.015749	0.002027	-0.012137	-0.014720	-0.027088	-0.028828	-0.030053	-0.024385	-0.002990	-0.013226	0.630446	-0.020468	0.096058	1.000000	0.060928	0.286713	-0.019882	0.095939	0.327465	-0.020528	-0.011101	-0.014289	-0.015928	-0.005784	0.083166	NaN	-0.000321	NaN	0.000074	0.000086	-0.011993	-0.009626	0.009958	-0.027889	-0.029999	-0.028231	-0.017913	-0.008747	0.083166	-0.000941	-0.034335	0.074089	0.079958	-0.000321	-0.000943	-0.051682	-0.029348	-0.012137	-0.030053	NaN	NaN	NaN	NaN	NaN	NaN	-0.000594	-0.003073	-0.000620	-0.000431	0.072049	-0.013908	-0.000465	0.000143	-0.000575	-0.006295	-0.004580	0.001776	0.027625	-0.005357	0.026100	0.028741
Fwd IAT Total	-0.173016	0.998526	0.020213	0.019016	0.062527	0.015665	0.258776	-0.118837	0.130055	0.221037	0.481245	-0.234165	0.444219	0.429372	-0.024463	-0.108276	0.533936	0.734124	0.779266	0.060928	1.000000	0.544410	0.722746	0.781780	0.210722	0.816417	0.407619	0.513841	0.577072	0.213596	-0.016784	NaN	-0.002630	NaN	-0.000104	-0.001067	-0.098180	-0.078812	-0.241631	0.496834	0.411833	0.440394	0.269389	0.219590	-0.016784	0.007056	0.168557	0.035212	-0.119875	-0.002630	0.007007	-0.178021	0.389691	0.130055	0.444219	NaN	NaN	NaN	NaN	NaN	NaN	0.020213	0.062608	0.019016	0.015664	0.087390	-0.035987	0.015410	-0.001252	0.179723	0.234801	0.285145	0.112891	0.764251	0.239487	0.775785	0.734319
Fwd IAT Mean	-0.108227	0.542581	-0.001392	-0.001569	0.004150	-0.001544	0.078039	-0.013153	0.063824	0.083256	0.204550	-0.057569	0.195257	0.196335	-0.015429	-0.068243	0.901786	0.827693	0.677505	0.286713	0.544410	1.000000	0.412301	0.678761	0.885573	0.423321	0.848912	0.285349	0.623023	0.797318	0.017821	NaN	-0.001658	NaN	0.000296	-0.000567	-0.061879	-0.049676	-0.006117	0.214360	0.176140	0.197457	0.144682	0.178633	0.017821	0.001162	-0.080597	0.033475	-0.049203	-0.001658	0.001138	-0.044783	0.171939	0.063824	0.195257	NaN	NaN	NaN	NaN	NaN	NaN	-0.001392	0.004156	-0.001569	-0.001544	-0.039458	-0.039945	-0.001271	-0.000162	0.040172	0.009033	0.031303	0.042302	0.659086	0.122361	0.656209	0.648601
Fwd IAT Std	-0.112500	0.720635	-0.000371	-0.000895	0.021071	-0.001048	0.215476	-0.105829	0.163039	0.229540	0.596189	-0.202430	0.585550	0.571939	-0.019153	-0.084719	0.420316	0.802494	0.915170	-0.019882	0.722746	0.412301	1.000000	0.917452	-0.041289	0.374843	0.193718	0.627588	0.541485	-0.008436	-0.022960	NaN	-0.002058	NaN	0.000254	-0.001514	-0.076818	-0.061668	-0.218748	0.619797	0.528341	0.583181	0.427877	0.419664	-0.022960	0.010745	-0.071075	0.166999	-0.079364	-0.002058	0.010695	-0.135619	0.514999	0.163039	0.585550	NaN	NaN	NaN	NaN	NaN	NaN	-0.000371	0.021100	-0.000895	-0.001048	-0.059379	-0.045067	-0.000849	-0.000962	0.090564	0.028004	0.067024	0.089115	0.903052	0.276370	0.914131	0.873687
Fwd IAT Max	-0.131217	0.779318	0.001378	0.000911	0.024779	0.000354	0.195259	-0.089405	0.144788	0.201368	0.566844	-0.183145	0.563101	0.540421	-0.020843	-0.092203	0.654387	0.935545	0.998050	0.095939	0.781780	0.678761	0.917452	1.000000	0.310263	0.432504	0.451149	0.544457	0.643445	0.302053	-0.012292	NaN	-0.002240	NaN	0.000054	-0.001644	-0.083605	-0.067116	-0.177265	0.584441	0.498768	0.544220	0.393237	0.340811	-0.012292	0.013032	-0.079402	0.162294	-0.083644	-0.002240	0.012975	-0.133872	0.484636	0.144788	0.563101	NaN	NaN	NaN	NaN	NaN	NaN	0.001378	0.024812	0.000911	0.000354	-0.050468	-0.061873	0.000413	-0.001288	0.122382	0.048128	0.091823	0.113837	0.978194	0.283097	0.988615	0.948741
Fwd IAT Min	-0.056039	0.209512	-0.001303	-0.001172	-0.006195	-0.000948	-0.029979	0.041925	-0.011616	-0.029202	-0.054015	0.044670	-0.050871	-0.050387	-0.006634	-0.029343	0.774186	0.516701	0.310213	0.327465	0.210722	0.885573	-0.041289	0.310263	1.000000	0.223989	0.819203	-0.024246	0.404734	0.883639	0.029745	NaN	-0.000713	NaN	0.000158	0.000121	-0.026606	-0.021359	0.109753	-0.056666	-0.050857	-0.056890	-0.039587	-0.022963	0.029745	-0.002087	-0.079892	-0.024797	-0.009693	-0.000713	-0.002091	0.023090	-0.048829	-0.011616	-0.050871	NaN	NaN	NaN	NaN	NaN	NaN	-0.001303	-0.006203	-0.001172	-0.000948	-0.026902	-0.029565	-0.000942	0.000231	-0.003924	-0.013523	-0.011678	0.000756	0.296815	-0.005973	0.286999	0.301006
Bwd IAT Total	-0.121358	0.819623	0.023771	0.023198	0.075934	0.018943	0.290660	-0.080426	0.168708	0.242056	0.210394	-0.170404	0.146164	0.152830	-0.019441	-0.086078	0.347499	0.453172	0.432313	-0.020528	0.816417	0.423321	0.374843	0.432504	0.223989	1.000000	0.507386	0.640386	0.719447	0.266906	0.000736	NaN	-0.002091	NaN	0.000316	-0.001544	-0.078051	-0.062652	-0.175996	0.248343	0.204580	0.201779	0.077077	0.247290	0.000736	-0.004204	0.274660	-0.158978	-0.087183	-0.002091	-0.004221	-0.055595	0.184908	0.168708	0.146164	NaN	NaN	NaN	NaN	NaN	NaN	0.023771	0.076033	0.023198	0.018943	0.139103	-0.015310	0.018962	-0.001235	0.142568	0.263626	0.283041	0.066683	0.435497	0.113610	0.439590	0.419117
Bwd IAT Mean	-0.076734	0.408185	-0.000906	-0.001060	0.006395	-0.001320	0.061198	0.015063	0.059601	0.059252	0.035590	0.001399	0.015256	0.029509	-0.011426	-0.050538	0.633170	0.668173	0.451983	-0.011101	0.407619	0.848912	0.193718	0.451149	0.819203	0.507386	1.000000	0.322247	0.706139	0.933072	0.042307	NaN	-0.001228	NaN	0.000195	-0.000787	-0.045825	-0.036787	0.042036	0.049088	0.033385	0.039584	0.021714	0.136021	0.042307	-0.003015	-0.022734	-0.077806	-0.056729	-0.001228	-0.003025	0.017867	0.031320	0.059601	0.015256	NaN	NaN	NaN	NaN	NaN	NaN	-0.000906	0.006404	-0.001060	-0.001320	-0.026021	-0.033781	-0.000689	-0.000462	0.042852	0.068736	0.055256	0.017910	0.457347	0.075397	0.456566	0.451125
Bwd IAT Std	-0.042569	0.517280	0.000449	0.000249	0.034931	-0.000674	0.264467	-0.053450	0.232671	0.268584	0.279396	-0.131367	0.225366	0.250464	-0.013320	-0.058925	0.258520	0.480526	0.546531	-0.014289	0.513841	0.285349	0.627588	0.544457	-0.024246	0.640386	0.322247	1.000000	0.848688	-0.013666	-0.008086	NaN	-0.001431	NaN	0.000081	-0.002878	-0.053430	-0.042892	-0.140355	0.334834	0.286158	0.310334	0.210644	0.546485	-0.008086	-0.002556	0.046698	-0.092751	-0.026978	-0.001431	-0.002568	0.021594	0.276199	0.232671	0.225366	NaN	NaN	NaN	NaN	NaN	NaN	0.000449	0.034978	0.000249	-0.000674	0.012386	-0.035120	0.000255	-0.002237	0.086474	0.092368	0.094847	0.057352	0.543609	0.158919	0.551093	0.526289
Bwd IAT Max	-0.062743	0.579842	0.003066	0.003151	0.040256	0.001712	0.252085	-0.034992	0.222980	0.250552	0.232750	-0.098589	0.191118	0.199286	-0.015379	-0.068047	0.487839	0.676758	0.645291	-0.015928	0.577072	0.623023	0.541485	0.643445	0.404734	0.719447	0.706139	0.848688	1.000000	0.466697	0.016430	NaN	-0.001653	NaN	0.000133	-0.002821	-0.061701	-0.049531	-0.085644	0.287112	0.254196	0.260393	0.168089	0.471303	0.016430	-0.002833	0.024180	-0.103662	-0.039886	-0.001653	-0.002848	0.041691	0.243654	0.222980	0.191118	NaN	NaN	NaN	NaN	NaN	NaN	0.003066	0.040309	0.003151	0.001712	-0.004400	-0.044417	0.002418	-0.002159	0.117111	0.103540	0.113877	0.084741	0.645118	0.167263	0.650946	0.627913
Bwd IAT Min	-0.055626	0.212468	-0.001157	-0.001111	-0.005184	-0.000933	-0.028605	0.039306	-0.009478	-0.028041	-0.052555	0.056262	-0.048424	-0.049291	-0.006534	-0.028900	0.573397	0.544190	0.302251	-0.005784	0.213596	0.797318	-0.008436	0.302053	0.883639	0.266906	0.933072	-0.013666	0.466697	1.000000	0.047318	NaN	-0.000702	NaN	0.000154	0.000116	-0.026205	-0.021037	0.103354	-0.055281	-0.048096	-0.055212	-0.038980	-0.021427	0.047318	-0.002055	-0.071367	-0.040326	-0.041718	-0.000702	-0.002059	0.029533	-0.046506	-0.009478	-0.048424	NaN	NaN	NaN	NaN	NaN	NaN	-0.001157	-0.005191	-0.001111	-0.000933	-0.049055	-0.025171	-0.000810	0.000212	0.013216	0.022748	0.009128	0.002127	0.309323	0.024993	0.305247	0.309315
Fwd PSH Flags	0.234408	-0.017442	0.001881	0.001674	0.008675	0.001641	0.005481	0.096519	0.062477	0.015962	-0.101014	-0.092290	-0.110404	-0.092766	0.172062	0.287512	0.052233	-0.012990	-0.012342	0.083166	-0.016784	0.017821	-0.022960	-0.012292	0.029745	0.000736	0.042307	-0.008086	0.016430	0.047318	1.000000	NaN	0.024965	NaN	0.000302	0.000438	0.305757	-0.022194	-0.098607	-0.084142	-0.072491	-0.077614	-0.059973	-0.041456	1.000000	-0.003758	-0.148460	0.335648	-0.014234	0.024965	-0.003542	-0.150404	-0.066209	0.062477	-0.110404	NaN	NaN	NaN	NaN	NaN	NaN	0.001881	0.008682	0.001674	0.001640	-0.052450	-0.044321	0.001992	0.000616	0.003335	0.006791	0.003066	-0.001909	-0.029506	0.017559	-0.025800	-0.032386
Bwd PSH Flags	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Fwd URG Flags	0.004436	-0.002680	-0.000060	-0.000061	-0.000328	-0.000043	-0.001736	-0.001769	-0.001837	-0.001481	-0.002719	-0.003377	-0.003053	-0.002432	-0.000294	0.009848	-0.001756	-0.002206	-0.002282	-0.000321	-0.002630	-0.001658	-0.002058	-0.002240	-0.000713	-0.002091	-0.001228	-0.001431	-0.001653	-0.000702	0.024965	NaN	1.000000	NaN	0.000007	0.000009	0.010421	-0.000495	-0.003692	-0.002850	-0.003395	-0.002839	-0.001788	-0.001035	0.024965	-0.000094	-0.000776	-0.003819	0.016806	1.000000	-0.000094	-0.004252	-0.003483	-0.001837	-0.003053	NaN	NaN	NaN	NaN	NaN	NaN	-0.000060	-0.000329	-0.000061	-0.000043	0.016519	-0.001421	-0.000051	0.000015	-0.000758	-0.000630	-0.000901	-0.000609	-0.002138	-0.000660	-0.002168	-0.002058
Bwd URG Flags	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Fwd Header Length	0.000462	-0.000091	0.000476	0.000757	-0.001337	0.000751	0.000262	-0.000711	-0.000054	0.000296	0.000651	0.000674	0.000720	0.000575	0.000042	0.000183	0.000309	0.000301	0.000063	0.000074	-0.000104	0.000296	0.000254	0.000054	0.000158	0.000316	0.000195	0.000081	0.000133	0.000154	0.000302	NaN	0.000007	NaN	1.000000	0.069218	0.000151	0.000210	-0.001820	0.000630	0.000515	0.000649	0.000423	0.000241	0.000302	0.000022	0.000876	0.000895	0.000443	0.000007	0.000022	0.001153	0.000551	-0.000054	0.000720	NaN	NaN	NaN	NaN	NaN	NaN	0.000476	-0.001339	0.000757	0.000751	0.000668	0.000332	0.000339	0.566449	-0.001450	-0.002219	-0.001723	-0.000350	0.000213	-0.000589	0.000079	0.000320
Bwd Header Length	0.000768	-0.001042	0.013751	0.013766	0.005023	0.013691	0.000604	-0.000680	0.000216	0.000500	0.001160	-0.000668	0.001127	0.000885	0.000069	0.000319	-0.000535	-0.001134	-0.001630	0.000086	-0.001067	-0.000567	-0.001514	-0.001644	0.000121	-0.001544	-0.000787	-0.002878	-0.002821	0.000116	0.000438	NaN	0.000009	NaN	0.069218	1.000000	0.000316	0.000099	-0.001784	0.001192	0.001191	0.001065	0.000660	0.000323	0.000438	0.000033	0.001324	0.001251	0.000571	0.000009	0.000033	-0.000656	0.001167	0.000216	0.001127	NaN	NaN	NaN	NaN	NaN	NaN	0.013751	0.005030	0.013766	0.013691	0.001000	0.000452	0.012127	0.679353	-0.006921	-0.004195	-0.005386	-0.005669	-0.001090	-0.004552	-0.001677	-0.000466
Fwd Packets/s	0.348737	-0.100047	-0.002146	-0.002240	-0.010684	-0.001564	-0.048870	-0.048249	-0.035481	-0.029670	-0.101143	-0.118331	-0.113024	-0.090708	0.299155	0.980478	-0.065560	-0.082328	-0.085165	-0.011993	-0.098180	-0.061879	-0.076818	-0.083605	-0.026606	-0.078051	-0.045825	-0.053430	-0.061701	-0.026205	0.305757	NaN	0.010421	NaN	0.000151	0.000316	1.000000	0.141911	-0.097172	-0.100533	-0.100771	-0.096198	-0.064704	-0.001940	0.305757	-0.003500	-0.102175	0.247413	-0.028778	0.010421	-0.003508	-0.165589	-0.094873	-0.035481	-0.113024	NaN	NaN	NaN	NaN	NaN	NaN	-0.002146	-0.010698	-0.002240	-0.001564	-0.054346	-0.031991	-0.001662	0.000339	-0.028306	-0.023534	-0.033633	-0.022732	-0.079806	-0.024638	-0.080945	-0.076826
Bwd Packets/s	0.144848	-0.080310	-0.001651	-0.001367	-0.009371	-0.001010	-0.049320	-0.025531	-0.045869	-0.043763	-0.079353	-0.054627	-0.085670	-0.072351	0.007225	0.323595	-0.052629	-0.066091	-0.068367	-0.009626	-0.078812	-0.049676	-0.061668	-0.067116	-0.021359	-0.062652	-0.036787	-0.042892	-0.049531	-0.021037	-0.022194	NaN	-0.000495	NaN	0.000210	0.000099	0.141911	1.000000	-0.054591	-0.083171	-0.093545	-0.082607	-0.053178	0.009695	-0.022194	-0.002805	-0.008410	0.089121	0.150957	-0.000495	-0.002809	0.100724	-0.094695	-0.045869	-0.085670	NaN	NaN	NaN	NaN	NaN	NaN	-0.001651	-0.009384	-0.001367	-0.001010	-0.025384	0.059560	-0.001215	0.000332	-0.022713	-0.018891	-0.026992	-0.018238	-0.064066	-0.019779	-0.064981	-0.061674
Min Packet Length	-0.253890	-0.246258	-0.006772	-0.006133	-0.028447	-0.004886	-0.145585	0.442349	-0.007167	-0.167430	-0.273644	0.718671	-0.226316	-0.278569	-0.003458	-0.102728	-0.043553	-0.127675	-0.180426	0.009958	-0.241631	-0.006117	-0.218748	-0.177265	0.109753	-0.175996	0.042036	-0.140355	-0.085644	0.103354	-0.098607	NaN	-0.003692	NaN	-0.001820	-0.001784	-0.097172	-0.054591	1.000000	-0.286520	-0.214086	-0.284081	-0.203536	-0.113823	-0.098607	-0.010812	-0.421720	-0.366515	-0.169564	-0.003692	-0.010830	0.201903	-0.184653	-0.007167	-0.226316	NaN	NaN	NaN	NaN	NaN	NaN	-0.006772	-0.028485	-0.006133	-0.004886	-0.308955	-0.154049	-0.004798	-0.003179	-0.075490	-0.068996	-0.095010	-0.058664	-0.169599	-0.066233	-0.174032	-0.160977
Max Packet Length	-0.145416	0.500428	0.021710	0.021448	0.074643	0.020697	0.379118	-0.115133	0.287077	0.373314	0.947119	-0.256496	0.902921	0.931345	-0.006724	-0.111327	0.219939	0.486786	0.586409	-0.027889	0.496834	0.214360	0.619797	0.584441	-0.056666	0.248343	0.049088	0.334834	0.287112	-0.055281	-0.084142	NaN	-0.002850	NaN	0.000630	0.001192	-0.100533	-0.083171	-0.286520	1.000000	0.916385	0.984006	0.895125	0.230591	-0.084142	0.005077	0.258841	0.000528	-0.124614	-0.002850	0.005044	-0.048419	0.911602	0.287077	0.902921	NaN	NaN	NaN	NaN	NaN	NaN	0.021710	0.074744	0.021448	0.020698	0.110797	-0.061078	0.016049	0.001273	0.091808	0.040539	0.088518	0.090026	0.576558	0.221699	0.588717	0.550961
Packet Length Mean	-0.173263	0.416048	0.024218	0.024638	0.081216	0.023292	0.330176	-0.056330	0.297016	0.325617	0.878858	-0.188302	0.920774	0.849175	0.052917	-0.113472	0.171331	0.408233	0.502672	-0.029999	0.411833	0.176140	0.528341	0.498768	-0.050857	0.204580	0.033385	0.286158	0.254196	-0.048096	-0.072491	NaN	-0.003395	NaN	0.000515	0.001191	-0.100771	-0.093545	-0.214086	0.916385	1.000000	0.942617	0.805415	0.213323	-0.072491	0.007961	0.289260	-0.079493	-0.163219	-0.003395	0.007935	0.034402	0.997822	0.297016	0.920774	NaN	NaN	NaN	NaN	NaN	NaN	0.024218	0.081324	0.024638	0.023293	0.131104	-0.077936	0.018735	0.001124	0.084901	0.053805	0.090696	0.076592	0.498346	0.151412	0.503543	0.481919
Packet Length Std	-0.141429	0.443989	0.011618	0.011476	0.057194	0.011006	0.341987	-0.102357	0.279039	0.352335	0.938609	-0.244136	0.918088	0.941421	0.008492	-0.107088	0.201777	0.455181	0.546752	-0.028231	0.440394	0.197457	0.583181	0.544220	-0.056890	0.201779	0.039584	0.310334	0.260393	-0.055212	-0.077614	NaN	-0.002839	NaN	0.000649	0.001065	-0.096198	-0.082607	-0.284081	0.984006	0.942617	1.000000	0.924938	0.225213	-0.077614	0.004898	0.267433	-0.011510	-0.127243	-0.002839	0.004875	-0.026684	0.943070	0.279039	0.918088	NaN	NaN	NaN	NaN	NaN	NaN	0.011618	0.057271	0.011476	0.011007	0.103945	-0.064545	0.008783	0.001314	0.073619	0.026150	0.066670	0.074742	0.538078	0.200755	0.548593	0.515289
Packet Length Variance	-0.078732	0.270932	0.005111	0.005084	0.033710	0.005715	0.252559	-0.088492	0.211376	0.277683	0.851858	-0.186164	0.793072	0.890249	-0.003458	-0.071587	0.150775	0.335277	0.394554	-0.017913	0.269389	0.144682	0.427877	0.393237	-0.039587	0.077077	0.021714	0.210644	0.168089	-0.038980	-0.059973	NaN	-0.001788	NaN	0.000423	0.000660	-0.064704	-0.053178	-0.203536	0.895125	0.805415	0.924938	1.000000	0.174009	-0.059973	-0.001854	0.156463	0.022475	-0.076057	-0.001788	-0.001869	0.001490	0.816668	0.211376	0.793072	NaN	NaN	NaN	NaN	NaN	NaN	0.005111	0.033755	0.005084	0.005715	0.009953	-0.057693	0.003933	0.000856	0.036293	-0.012354	0.015480	0.046099	0.386349	0.168120	0.397072	0.367157
FIN Flag Count	-0.038278	0.217935	-0.001352	-0.001196	-0.005915	-0.000832	-0.003216	-0.051602	-0.015083	0.009741	0.247896	-0.101384	0.216194	0.230976	-0.008180	-0.000590	0.146571	0.301643	0.341055	-0.008747	0.219590	0.178633	0.419664	0.340811	-0.022963	0.247290	0.136021	0.546485	0.471303	-0.021427	-0.041456	NaN	-0.001035	NaN	0.000241	0.000323	-0.001940	0.009695	-0.113823	0.230591	0.213323	0.225213	0.174009	1.000000	-0.041456	-0.003031	-0.119819	-0.092947	-0.061584	-0.001035	-0.002901	0.015811	0.209627	-0.015083	0.216194	NaN	NaN	NaN	NaN	NaN	NaN	-0.001352	-0.005923	-0.001196	-0.000832	-0.091044	-0.033162	-0.001078	0.000496	-0.022536	-0.020296	-0.027849	-0.017505	0.354959	0.010021	0.345467	0.357718
SYN Flag Count	0.234408	-0.017442	0.001881	0.001674	0.008675	0.001641	0.005481	0.096519	0.062477	0.015962	-0.101014	-0.092290	-0.110404	-0.092766	0.172062	0.287512	0.052233	-0.012990	-0.012342	0.083166	-0.016784	0.017821	-0.022960	-0.012292	0.029745	0.000736	0.042307	-0.008086	0.016430	0.047318	1.000000	NaN	0.024965	NaN	0.000302	0.000438	0.305757	-0.022194	-0.098607	-0.084142	-0.072491	-0.077614	-0.059973	-0.041456	1.000000	-0.003758	-0.148460	0.335648	-0.014234	0.024965	-0.003542	-0.150404	-0.066209	0.062477	-0.110404	NaN	NaN	NaN	NaN	NaN	NaN	0.001881	0.008682	0.001674	0.001640	-0.052450	-0.044321	0.001992	0.000616	0.003335	0.006791	0.003066	-0.001909	-0.029506	0.017559	-0.025800	-0.032386
RST Flag Count	-0.007201	0.008007	0.000337	0.000212	0.004455	0.000119	0.017716	-0.005181	0.012867	0.014562	0.004682	-0.010027	0.005541	0.004539	-0.000865	-0.003859	0.002506	0.009188	0.013991	-0.000941	0.007056	0.001162	0.010745	0.013032	-0.002087	-0.004204	-0.003015	-0.002556	-0.002833	-0.002055	-0.003758	NaN	-0.000094	NaN	0.000022	0.000033	-0.003500	-0.002805	-0.010812	0.005077	0.007961	0.004898	-0.001854	-0.003031	-0.003758	1.000000	0.025297	-0.011184	-0.005582	-0.000094	0.997820	-0.006739	0.007159	0.012867	0.005541	NaN	NaN	NaN	NaN	NaN	NaN	0.000337	0.004461	0.000212	0.000119	0.020722	0.001956	0.000392	0.000045	0.003073	0.007561	0.003439	-0.000288	-0.005425	-0.000413	-0.005299	-0.005387
PSH Flag Count	-0.220909	0.177430	0.007011	0.006444	0.044400	0.003757	0.224345	-0.202421	0.090603	0.197414	0.250973	-0.386490	0.228343	0.234821	-0.032155	-0.098761	-0.067291	-0.087143	-0.074431	-0.034335	0.168557	-0.080597	-0.071075	-0.079402	-0.079892	0.274660	-0.022734	0.046698	0.024180	-0.071367	-0.148460	NaN	-0.000776	NaN	0.000876	0.001324	-0.102175	-0.008410	-0.421720	0.258841	0.289260	0.267433	0.156463	-0.119819	-0.148460	0.025297	1.000000	-0.439611	-0.220599	-0.000776	0.025194	-0.093664	0.272353	0.090603	0.228343	NaN	NaN	NaN	NaN	NaN	NaN	0.007011	0.044461	0.006444	0.003758	0.572483	0.101679	0.004531	0.001779	0.118440	0.129654	0.164101	0.088550	-0.089102	-0.028732	-0.089275	-0.088311
ACK Flag Count	0.586633	0.032749	0.001370	0.001199	-0.003624	0.002338	-0.027329	-0.106016	-0.006043	0.005842	-0.019388	-0.373400	-0.036439	0.007190	0.058816	0.252128	0.095001	0.122597	0.161407	0.074089	0.035212	0.033475	0.166999	0.162294	-0.024797	-0.158978	-0.077806	-0.092751	-0.103662	-0.040326	0.335648	NaN	-0.003819	NaN	0.000895	0.001251	0.247413	0.089121	-0.366515	0.000528	-0.079493	-0.011510	0.022475	-0.092947	0.335648	-0.011184	-0.439611	1.000000	0.498857	-0.003819	-0.011053	-0.170706	-0.086517	-0.006043	-0.036439	NaN	NaN	NaN	NaN	NaN	NaN	0.001370	-0.003631	0.001199	0.002337	-0.146753	0.106439	0.001602	0.001832	-0.027568	-0.053765	-0.054352	-0.011654	0.152126	0.101997	0.160923	0.140253
URG Flag Count	0.525049	-0.118388	-0.003818	-0.003174	-0.005221	-0.002558	0.021213	0.016190	0.050233	0.036072	-0.160616	-0.193022	-0.179665	-0.143655	-0.015194	0.001060	-0.018948	-0.094329	-0.082381	0.079958	-0.119875	-0.049203	-0.079364	-0.083644	-0.009693	-0.087183	-0.056729	-0.026978	-0.039886	-0.041718	-0.014234	NaN	0.016806	NaN	0.000443	0.000571	-0.028778	0.150957	-0.169564	-0.124614	-0.163219	-0.127243	-0.076057	-0.061584	-0.014234	-0.005582	-0.220599	0.498857	1.000000	0.016806	-0.005594	0.282622	-0.166893	0.050233	-0.179665	NaN	NaN	NaN	NaN	NaN	NaN	-0.003818	-0.005228	-0.003174	-0.002558	-0.085497	0.200056	-0.002908	0.000915	-0.025784	-0.037512	-0.041380	-0.014513	-0.093085	0.023530	-0.087470	-0.096777
CWE Flag Count	0.004436	-0.002680	-0.000060	-0.000061	-0.000328	-0.000043	-0.001736	-0.001769	-0.001837	-0.001481	-0.002719	-0.003377	-0.003053	-0.002432	-0.000294	0.009848	-0.001756	-0.002206	-0.002282	-0.000321	-0.002630	-0.001658	-0.002058	-0.002240	-0.000713	-0.002091	-0.001228	-0.001431	-0.001653	-0.000702	0.024965	NaN	1.000000	NaN	0.000007	0.000009	0.010421	-0.000495	-0.003692	-0.002850	-0.003395	-0.002839	-0.001788	-0.001035	0.024965	-0.000094	-0.000776	-0.003819	0.016806	1.000000	-0.000094	-0.004252	-0.003483	-0.001837	-0.003053	NaN	NaN	NaN	NaN	NaN	NaN	-0.000060	-0.000329	-0.000061	-0.000043	0.016519	-0.001421	-0.000051	0.000015	-0.000758	-0.000630	-0.000901	-0.000609	-0.002138	-0.000660	-0.002168	-0.002058
ECE Flag Count	-0.007112	0.007955	0.000335	0.000211	0.004444	0.000118	0.017697	-0.004667	0.012979	0.014511	0.004638	-0.010047	0.005491	0.004499	-0.000867	-0.003867	0.002479	0.009140	0.013932	-0.000943	0.007007	0.001138	0.010695	0.012975	-0.002091	-0.004221	-0.003025	-0.002568	-0.002848	-0.002059	-0.003542	NaN	-0.000094	NaN	0.000022	0.000033	-0.003508	-0.002809	-0.010830	0.005044	0.007935	0.004875	-0.001869	-0.002901	-0.003542	0.997820	0.025194	-0.011053	-0.005594	-0.000094	1.000000	-0.006520	0.007137	0.012979	0.005491	NaN	NaN	NaN	NaN	NaN	NaN	0.000335	0.004450	0.000211	0.000118	0.020641	0.001961	0.000391	0.000045	0.003057	0.007537	0.003420	-0.000295	-0.005440	-0.000421	-0.005315	-0.005402
Down/Up Ratio	0.029136	-0.165489	0.000906	0.003301	-0.011741	0.002963	-0.051007	0.293750	0.031291	-0.065195	-0.045987	0.201233	-0.019834	-0.060456	-0.040797	-0.139139	-0.088179	-0.094613	-0.119376	-0.051682	-0.178021	-0.044783	-0.135619	-0.133872	0.023090	-0.055595	0.017867	0.021594	0.041691	0.029533	-0.150404	NaN	-0.004252	NaN	0.001153	-0.000656	-0.165589	0.100724	0.201903	-0.048419	0.034402	-0.026684	0.001490	0.015811	-0.150404	-0.006739	-0.093664	-0.170706	0.282622	-0.004252	-0.006520	1.000000	0.043197	0.031291	-0.019834	NaN	NaN	NaN	NaN	NaN	NaN	0.000906	-0.011756	0.003301	0.002963	-0.176289	-0.038824	0.001067	0.000804	-0.033960	-0.034794	-0.050842	-0.025131	-0.103488	-0.056353	-0.108763	-0.095795
Average Packet Size	-0.174613	0.393604	0.021842	0.022271	0.075875	0.021142	0.321559	-0.039194	0.299053	0.321349	0.873778	-0.162005	0.915088	0.849090	0.082688	-0.108060	0.166480	0.397865	0.488410	-0.029348	0.389691	0.171939	0.514999	0.484636	-0.048829	0.184908	0.031320	0.276199	0.243654	-0.046506	-0.066209	NaN	-0.003483	NaN	0.000551	0.001167	-0.094873	-0.094695	-0.184653	0.911602	0.997822	0.943070	0.816668	0.209627	-0.066209	0.007159	0.272353	-0.086517	-0.166893	-0.003483	0.007137	0.043197	1.000000	0.299053	0.915088	NaN	NaN	NaN	NaN	NaN	NaN	0.021842	0.075975	0.022271	0.021142	0.113864	-0.083681	0.016892	0.001173	0.075555	0.044355	0.078266	0.069584	0.484682	0.146102	0.489543	0.468987
Avg Fwd Segment Size	0.136910	0.133495	-0.000279	-0.000632	0.185030	-0.001673	0.888951	0.244083	1.000000	0.897729	-0.003252	-0.039421	-0.014037	-0.006219	0.086402	-0.042348	0.046005	0.111272	0.141295	-0.012137	0.130055	0.063824	0.163039	0.144788	-0.011616	0.168708	0.059601	0.232671	0.222980	-0.009478	0.062477	NaN	-0.001837	NaN	-0.000054	0.000216	-0.035481	-0.045869	-0.007167	0.287077	0.297016	0.279039	0.211376	-0.015083	0.062477	0.012867	0.090603	-0.006043	0.050233	-0.001837	0.012979	0.031291	0.299053	1.000000	-0.014037	NaN	NaN	NaN	NaN	NaN	NaN	-0.000279	0.185273	-0.000632	-0.001673	0.046373	-0.015123	0.000115	0.000121	0.090354	0.053958	0.090333	0.078874	0.119456	0.176843	0.140131	0.095581
Avg Bwd Segment Size	-0.240833	0.447411	0.021099	0.021223	0.016281	0.020533	0.063338	-0.113585	-0.014037	0.055767	0.958121	-0.172368	1.000000	0.940673	-0.025927	-0.123698	0.203426	0.468383	0.567710	-0.030053	0.444219	0.195257	0.585550	0.563101	-0.050871	0.146164	0.015256	0.225366	0.191118	-0.048424	-0.110404	NaN	-0.003053	NaN	0.000720	0.001127	-0.113024	-0.085670	-0.226316	0.902921	0.920774	0.918088	0.793072	0.216194	-0.110404	0.005541	0.228343	-0.036439	-0.179665	-0.003053	0.005491	-0.019834	0.915088	-0.014037	1.000000	NaN	NaN	NaN	NaN	NaN	NaN	0.021099	0.016304	0.021223	0.020533	0.101161	-0.079711	0.016107	0.001321	0.069529	0.027213	0.064798	0.070239	0.564833	0.166486	0.569780	0.547220
Fwd Avg Bytes/Bulk	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Fwd Avg Packets/Bulk	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Fwd Avg Bulk Rate	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Bwd Avg Bytes/Bulk	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Bwd Avg Packets/Bulk	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Bwd Avg Bulk Rate	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Subflow Fwd Packets	-0.004695	0.020544	1.000000	0.999070	0.365510	0.996997	0.009047	-0.003240	-0.000279	0.001084	0.022528	-0.006060	0.021099	0.006006	0.000390	-0.002353	-0.001398	-0.000995	0.001822	-0.000594	0.020213	-0.001392	-0.000371	0.001378	-0.001303	0.023771	-0.000906	0.000449	0.003066	-0.001157	0.001881	NaN	-0.000060	NaN	0.000476	0.013751	-0.002146	-0.001651	-0.006772	0.021710	0.024218	0.011618	0.005111	-0.001352	0.001881	0.000337	0.007011	0.001370	-0.003818	-0.000060	0.000335	0.000906	0.021842	-0.000279	0.021099	NaN	NaN	NaN	NaN	NaN	NaN	1.000000	0.365992	0.999070	0.996987	0.003700	-0.000680	0.887386	-0.000181	0.039856	0.008195	0.030334	0.041227	0.001364	0.000664	0.001444	0.001229
Subflow Fwd Bytes	0.009490	0.063426	0.365992	0.359939	0.999999	0.354267	0.196441	-0.001687	0.185273	0.159016	0.020597	-0.027827	0.016304	0.007509	0.002238	-0.011945	0.002599	0.012526	0.024733	-0.003073	0.062608	0.004156	0.021100	0.024812	-0.006203	0.076033	0.006404	0.034978	0.040309	-0.005191	0.008682	NaN	-0.000329	NaN	-0.001339	0.005030	-0.010698	-0.009384	-0.028485	0.074744	0.081324	0.057271	0.033755	-0.005923	0.008682	0.004461	0.044461	-0.003631	-0.005228	-0.000329	0.004450	-0.011756	0.075975	0.185273	0.016304	NaN	NaN	NaN	NaN	NaN	NaN	0.365992	1.000000	0.359939	0.354269	0.030578	0.009938	0.408010	-0.001193	0.100501	0.102816	0.125845	0.067814	0.020484	0.026383	0.023907	0.016497
Subflow Bwd Packets	-0.004394	0.019366	0.999070	1.000000	0.359457	0.994433	0.008742	-0.002819	-0.000632	0.000719	0.022322	-0.005339	0.021223	0.005686	0.000337	-0.002389	-0.001741	-0.001463	0.001369	-0.000620	0.019016	-0.001569	-0.000895	0.000911	-0.001172	0.023198	-0.001060	0.000249	0.003151	-0.001111	0.001674	NaN	-0.000061	NaN	0.000757	0.013766	-0.002240	-0.001367	-0.006133	0.021448	0.024638	0.011476	0.005084	-0.001196	0.001674	0.000212	0.006444	0.001199	-0.003174	-0.000061	0.000211	0.003301	0.022271	-0.000632	0.021223	NaN	NaN	NaN	NaN	NaN	NaN	0.999070	0.359939	1.000000	0.994424	0.003141	-0.000680	0.882566	0.000021	0.038888	0.006308	0.028483	0.041227	0.000985	0.000353	0.001010	0.000905
Subflow Bwd Bytes	-0.003419	0.015980	0.996987	0.994424	0.353789	1.000000	0.006392	-0.002343	-0.001673	-0.000704	0.021818	-0.004258	0.020533	0.005745	0.000531	-0.001678	-0.001659	-0.001512	0.000805	-0.000431	0.015664	-0.001544	-0.001048	0.000354	-0.000948	0.018943	-0.001320	-0.000674	0.001712	-0.000933	0.001640	NaN	-0.000043	NaN	0.000751	0.013691	-0.001564	-0.001010	-0.004886	0.020698	0.023293	0.011007	0.005715	-0.000832	0.001640	0.000119	0.003758	0.002337	-0.002558	-0.000043	0.000118	0.002963	0.021142	-0.001673	0.020533	NaN	NaN	NaN	NaN	NaN	NaN	0.996987	0.354269	0.994424	1.000000	0.001215	-0.000775	0.883986	0.000020	0.035915	0.003396	0.024759	0.039045	0.000479	0.000001	0.000463	0.000471
Init_Win_bytes_forward	-0.135038	0.092673	0.003700	0.003141	0.030537	0.001214	0.156469	-0.146483	0.046373	0.130897	0.109001	-0.294326	0.101161	0.088591	-0.013384	-0.056660	0.007126	-0.070115	-0.047140	0.072049	0.087390	-0.039458	-0.059379	-0.050468	-0.026902	0.139103	-0.026021	0.012386	-0.004400	-0.049055	-0.052450	NaN	0.016519	NaN	0.000668	0.001000	-0.054346	-0.025384	-0.308955	0.110797	0.131104	0.103945	0.009953	-0.091044	-0.052450	0.020722	0.572483	-0.146753	-0.085497	0.016519	0.020641	-0.176289	0.113864	0.046373	0.101161	NaN	NaN	NaN	NaN	NaN	NaN	0.003700	0.030578	0.003141	0.001215	1.000000	0.092347	0.000757	0.001360	0.077142	0.068708	0.095382	0.062700	-0.067257	-0.023996	-0.067391	-0.065901
Init_Win_bytes_backward	0.205433	-0.035393	-0.000680	-0.000680	0.009925	-0.000775	0.015827	-0.069907	-0.015123	0.014220	-0.065538	-0.144310	-0.079711	-0.059690	-0.012209	-0.019731	-0.034407	-0.050498	-0.061369	-0.013908	-0.035987	-0.039945	-0.045067	-0.061873	-0.029565	-0.015310	-0.033781	-0.035120	-0.044417	-0.025171	-0.044321	NaN	-0.001421	NaN	0.000332	0.000452	-0.031991	0.059560	-0.154049	-0.061078	-0.077936	-0.064545	-0.057693	-0.033162	-0.044321	0.001956	0.101679	0.106439	0.200056	-0.001421	0.001961	-0.038824	-0.083681	-0.015123	-0.079711	NaN	NaN	NaN	NaN	NaN	NaN	-0.000680	0.009938	-0.000680	-0.000775	0.092347	1.000000	-0.000390	0.000682	0.013839	0.014062	0.018121	0.009815	-0.069982	-0.020962	-0.070864	-0.067833
act_data_pkt_fwd	-0.003574	0.015709	0.887386	0.882566	0.407473	0.883980	0.007325	-0.002293	0.000115	0.000792	0.016562	-0.004303	0.016107	0.004266	0.000395	-0.001811	-0.001329	-0.001227	0.000815	-0.000465	0.015410	-0.001271	-0.000849	0.000413	-0.000942	0.018962	-0.000689	0.000255	0.002418	-0.000810	0.001992	NaN	-0.000051	NaN	0.000339	0.012127	-0.001662	-0.001215	-0.004798	0.016049	0.018735	0.008783	0.003933	-0.001078	0.001992	0.000392	0.004531	0.001602	-0.002908	-0.000051	0.000391	0.001067	0.016892	0.000115	0.016107	NaN	NaN	NaN	NaN	NaN	NaN	0.887386	0.408010	0.882566	0.883986	0.000757	-0.000390	1.000000	-0.000227	0.029927	0.005379	0.021976	0.031372	0.000489	0.000612	0.000577	0.000376
min_seg_size_forward	0.001014	-0.001225	-0.000181	0.000021	-0.001192	0.000020	0.000608	-0.001226	0.000121	0.000659	0.001260	0.000338	0.001321	0.001166	0.000080	0.000385	-0.000133	-0.000618	-0.001274	0.000143	-0.001252	-0.000162	-0.000962	-0.001288	0.000231	-0.001235	-0.000462	-0.002237	-0.002159	0.000212	0.000616	NaN	0.000015	NaN	0.566449	0.679353	0.000339	0.000332	-0.003179	0.001273	0.001124	0.001314	0.000856	0.000496	0.000616	0.000045	0.001779	0.001832	0.000915	0.000015	0.000045	0.000804	0.001173	0.000121	0.001321	NaN	NaN	NaN	NaN	NaN	NaN	-0.000181	-0.001193	0.000021	0.000020	0.001360	0.000682	-0.000227	1.000000	-0.008790	-0.005765	-0.007292	-0.006811	-0.000762	-0.003686	-0.001296	-0.000230
Active Mean	-0.041190	0.184577	0.039856	0.038888	0.100378	0.035920	0.120296	-0.036028	0.090354	0.102895	0.069806	-0.072800	0.069529	0.053899	-0.007024	-0.031215	0.062198	0.083214	0.125252	-0.000575	0.179723	0.040172	0.090564	0.122382	-0.003924	0.142568	0.042852	0.086474	0.117111	0.013216	0.003335	NaN	-0.000758	NaN	-0.001450	-0.006921	-0.028306	-0.022713	-0.075490	0.091808	0.084901	0.073619	0.036293	-0.022536	0.003335	0.003073	0.118440	-0.027568	-0.025784	-0.000758	0.003057	-0.033960	0.075555	0.090354	0.069529	NaN	NaN	NaN	NaN	NaN	NaN	0.039856	0.100501	0.038888	0.035915	0.077142	0.013839	0.029927	-0.008790	1.000000	0.433704	0.831164	0.905744	0.115355	0.068873	0.127947	0.105120
Active Std	-0.048685	0.238259	0.008195	0.006308	0.102714	0.003396	0.087857	-0.033065	0.053958	0.065142	0.034391	-0.062920	0.027213	0.011257	-0.005863	-0.025955	0.017327	0.024070	0.048668	-0.006295	0.234801	0.009033	0.028004	0.048128	-0.013523	0.263626	0.068736	0.092368	0.103540	0.022748	0.006791	NaN	-0.000630	NaN	-0.002219	-0.004195	-0.023534	-0.018891	-0.068996	0.040539	0.053805	0.026150	-0.012354	-0.020296	0.006791	0.007561	0.129654	-0.053765	-0.037512	-0.000630	0.007537	-0.034794	0.044355	0.053958	0.027213	NaN	NaN	NaN	NaN	NaN	NaN	0.008195	0.102816	0.006308	0.003396	0.068708	0.014062	0.005379	-0.005765	0.433704	1.000000	0.791431	0.032509	0.031937	0.080031	0.050798	0.018979
Active Max	-0.058775	0.289546	0.030334	0.028483	0.125708	0.024762	0.138441	-0.045360	0.090333	0.111241	0.071065	-0.088482	0.064798	0.044539	-0.008362	-0.037091	0.048631	0.060608	0.093470	-0.004580	0.285145	0.031303	0.067024	0.091823	-0.011678	0.283041	0.055256	0.094847	0.113877	0.009128	0.003066	NaN	-0.000901	NaN	-0.001723	-0.005386	-0.033633	-0.026992	-0.095010	0.088518	0.090696	0.066670	0.015480	-0.027849	0.003066	0.003439	0.164101	-0.054352	-0.041380	-0.000901	0.003420	-0.050842	0.078266	0.090333	0.064798	NaN	NaN	NaN	NaN	NaN	NaN	0.030334	0.125845	0.028483	0.024759	0.095382	0.018121	0.021976	-0.007292	0.831164	0.791431	1.000000	0.583774	0.082713	0.067975	0.096682	0.071172
Active Min	-0.027591	0.116891	0.041227	0.041227	0.067722	0.039051	0.102646	-0.027925	0.078874	0.091307	0.068274	-0.057779	0.070239	0.058490	-0.005632	-0.025068	0.063218	0.082539	0.116705	0.001776	0.112891	0.042302	0.089115	0.113837	0.000756	0.066683	0.017910	0.057352	0.084741	0.002127	-0.001909	NaN	-0.000609	NaN	-0.000350	-0.005669	-0.022732	-0.018238	-0.058664	0.090026	0.076592	0.074742	0.046099	-0.017505	-0.001909	-0.000288	0.088550	-0.011654	-0.014513	-0.000609	-0.000295	-0.025131	0.069584	0.078874	0.070239	NaN	NaN	NaN	NaN	NaN	NaN	0.041227	0.067814	0.041227	0.039045	0.062700	0.009815	0.031372	-0.006811	0.905744	0.032509	0.583774	1.000000	0.114424	0.036878	0.118944	0.109233
Idle Mean	-0.129542	0.763741	0.001364	0.000985	0.020456	0.000479	0.170950	-0.077879	0.119456	0.173865	0.568727	-0.173027	0.564833	0.539576	-0.019896	-0.088013	0.606458	0.930515	0.979823	0.027625	0.764251	0.659086	0.903052	0.978194	0.296815	0.435497	0.457347	0.543609	0.645118	0.309323	-0.029506	NaN	-0.002138	NaN	0.000213	-0.001090	-0.079806	-0.064066	-0.169599	0.576558	0.498346	0.538078	0.386349	0.354959	-0.029506	-0.005425	-0.089102	0.152126	-0.093085	-0.002138	-0.005440	-0.103488	0.484682	0.119456	0.564833	NaN	NaN	NaN	NaN	NaN	NaN	0.001364	0.020484	0.000985	0.000479	-0.067257	-0.069982	0.000489	-0.000762	0.115355	0.031937	0.082713	0.114424	1.000000	0.146453	0.990224	0.990068
Idle Std	0.006380	0.240108	0.000664	0.000353	0.026350	0.000001	0.175238	-0.032239	0.176843	0.188626	0.166687	-0.059887	0.166486	0.174381	-0.006143	-0.027172	0.140279	0.231572	0.277631	-0.005357	0.239487	0.122361	0.276370	0.283097	-0.005973	0.113610	0.075397	0.158919	0.167263	0.024993	0.017559	NaN	-0.000660	NaN	-0.000589	-0.004552	-0.024638	-0.019779	-0.066233	0.221699	0.151412	0.200755	0.168120	0.010021	0.017559	-0.000413	-0.028732	0.101997	0.023530	-0.000660	-0.000421	-0.056353	0.146102	0.176843	0.166486	NaN	NaN	NaN	NaN	NaN	NaN	0.000664	0.026383	0.000353	0.000001	-0.023996	-0.020962	0.000612	-0.003686	0.068873	0.080031	0.067975	0.036878	0.146453	1.000000	0.280755	0.006723
Idle Max	-0.125236	0.775365	0.001444	0.001010	0.023876	0.000463	0.189487	-0.080174	0.140131	0.194163	0.573639	-0.176364	0.569780	0.546417	-0.020180	-0.089270	0.608177	0.934799	0.989469	0.026100	0.775785	0.656209	0.914131	0.988615	0.286999	0.439590	0.456566	0.551093	0.650946	0.305247	-0.025800	NaN	-0.002168	NaN	0.000079	-0.001677	-0.080945	-0.064981	-0.174032	0.588717	0.503543	0.548593	0.397072	0.345467	-0.025800	-0.005299	-0.089275	0.160923	-0.087470	-0.002168	-0.005315	-0.108763	0.489543	0.140131	0.569780	NaN	NaN	NaN	NaN	NaN	NaN	0.001444	0.023907	0.001010	0.000463	-0.067391	-0.070864	0.000577	-0.001296	0.127947	0.050798	0.096682	0.118944	0.990224	0.280755	1.000000	0.961203
Idle Min	-0.131047	0.733717	0.001229	0.000905	0.016475	0.000471	0.146838	-0.073646	0.095581	0.148423	0.550812	-0.165532	0.547220	0.520634	-0.019153	-0.084728	0.592728	0.907703	0.951167	0.028741	0.734319	0.648601	0.873687	0.948741	0.301006	0.419117	0.451125	0.526289	0.627913	0.309315	-0.032386	NaN	-0.002058	NaN	0.000320	-0.000466	-0.076826	-0.061674	-0.160977	0.550961	0.481919	0.515289	0.367157	0.357718	-0.032386	-0.005387	-0.088311	0.140253	-0.096777	-0.002058	-0.005402	-0.095795	0.468987	0.095581	0.547220	NaN	NaN	NaN	NaN	NaN	NaN	0.001229	0.016497	0.000905	0.000471	-0.065901	-0.067833	0.000376	-0.000230	0.105120	0.018979	0.071172	0.109233	0.990068	0.006723	0.961203	1.000000

	Destination Port	Flow Duration	Total Fwd Packets	Total Backward Packets	Total Length of Fwd Packets	Total Length of Bwd Packets	Fwd Packet Length Max	Fwd Packet Length Min	Fwd Packet Length Mean	Fwd Packet Length Std	Bwd Packet Length Max	Bwd Packet Length Min	Bwd Packet Length Mean	Bwd Packet Length Std	Flow Bytes/s	Flow Packets/s	Flow IAT Mean	Flow IAT Std	Flow IAT Max	Flow IAT Min	Fwd IAT Total	Fwd IAT Mean	Fwd IAT Std	Fwd IAT Max	Fwd IAT Min	Bwd IAT Total	Bwd IAT Mean	Bwd IAT Std	Bwd IAT Max	Bwd IAT Min	Fwd PSH Flags	Fwd URG Flags	Fwd Header Length	Bwd Header Length	Fwd Packets/s	Bwd Packets/s	Min Packet Length	Max Packet Length	Packet Length Mean	Packet Length Std	Packet Length Variance	FIN Flag Count	SYN Flag Count	RST Flag Count	PSH Flag Count	ACK Flag Count	URG Flag Count	CWE Flag Count	ECE Flag Count	Down/Up Ratio	Average Packet Size	Avg Fwd Segment Size	Avg Bwd Segment Size	Subflow Fwd Packets	Subflow Fwd Bytes	Subflow Bwd Packets	Subflow Bwd Bytes	Init_Win_bytes_forward	Init_Win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	Active Mean	Active Std	Active Max	Active Min	Idle Mean	Idle Std	Idle Max	Idle Min
Destination Port	1.000000	-0.173877	-0.004695	-0.004394	0.009477	-0.003419	0.090423	-0.046065	0.136910	0.122524	-0.214738	-0.261911	-0.240833	-0.192450	0.070321	0.359653	-0.114900	-0.133540	-0.132520	-0.023600	-0.173016	-0.108227	-0.112500	-0.131217	-0.056039	-0.121358	-0.076734	-0.042569	-0.062743	-0.055626	0.234408	0.004436	0.000462	0.000768	0.348737	0.144848	-0.253890	-0.145416	-0.173263	-0.141429	-0.078732	-0.038278	0.234408	-0.007201	-0.220909	0.586633	0.525049	0.004436	-0.007112	0.029136	-0.174613	0.136910	-0.240833	-0.004695	0.009490	-0.004394	-0.003419	-0.135038	0.205433	-0.003574	0.001014	-0.041190	-0.048685	-0.058775	-0.027591	-0.129542	0.006380	-0.125236	-0.131047
Flow Duration	-0.173877	1.000000	0.020544	0.019366	0.063343	0.015981	0.262566	-0.115018	0.133495	0.224078	0.484794	-0.238513	0.447411	0.432548	-0.024928	-0.110335	0.534223	0.734430	0.779575	0.060380	0.998526	0.542581	0.720635	0.779318	0.209512	0.819623	0.408185	0.517280	0.579842	0.212468	-0.017442	-0.002680	-0.000091	-0.001042	-0.100047	-0.080310	-0.246258	0.500428	0.416048	0.443989	0.270932	0.217935	-0.017442	0.008007	0.177430	0.032749	-0.118388	-0.002680	0.007955	-0.165489	0.393604	0.133495	0.447411	0.020544	0.063426	0.019366	0.015980	0.092673	-0.035393	0.015709	-0.001225	0.184577	0.238259	0.289546	0.116891	0.763741	0.240108	0.775365	0.733717
Total Fwd Packets	-0.004695	0.020544	1.000000	0.999070	0.365510	0.996997	0.009047	-0.003240	-0.000279	0.001084	0.022528	-0.006060	0.021099	0.006006	0.000390	-0.002353	-0.001398	-0.000995	0.001822	-0.000594	0.020213	-0.001392	-0.000371	0.001378	-0.001303	0.023771	-0.000906	0.000449	0.003066	-0.001157	0.001881	-0.000060	0.000476	0.013751	-0.002146	-0.001651	-0.006772	0.021710	0.024218	0.011618	0.005111	-0.001352	0.001881	0.000337	0.007011	0.001370	-0.003818	-0.000060	0.000335	0.000906	0.021842	-0.000279	0.021099	1.000000	0.365992	0.999070	0.996987	0.003700	-0.000680	0.887386	-0.000181	0.039856	0.008195	0.030334	0.041227	0.001364	0.000664	0.001444	0.001229
Total Backward Packets	-0.004394	0.019366	0.999070	1.000000	0.359457	0.994433	0.008742	-0.002819	-0.000632	0.000719	0.022322	-0.005339	0.021223	0.005686	0.000337	-0.002389	-0.001741	-0.001463	0.001369	-0.000620	0.019016	-0.001569	-0.000895	0.000911	-0.001172	0.023198	-0.001060	0.000249	0.003151	-0.001111	0.001674	-0.000061	0.000757	0.013766	-0.002240	-0.001367	-0.006133	0.021448	0.024638	0.011476	0.005084	-0.001196	0.001674	0.000212	0.006444	0.001199	-0.003174	-0.000061	0.000211	0.003301	0.022271	-0.000632	0.021223	0.999070	0.359939	1.000000	0.994424	0.003141	-0.000680	0.882566	0.000021	0.038888	0.006308	0.028483	0.041227	0.000985	0.000353	0.001010	0.000905
Total Length of Fwd Packets	0.009477	0.063343	0.365510	0.359457	1.000000	0.353788	0.196177	-0.001685	0.185030	0.158801	0.020569	-0.027790	0.016281	0.007498	0.002235	-0.011929	0.002595	0.012509	0.024700	-0.003069	0.062527	0.004150	0.021071	0.024779	-0.006195	0.075934	0.006395	0.034931	0.040256	-0.005184	0.008675	-0.000328	-0.001337	0.005023	-0.010684	-0.009371	-0.028447	0.074643	0.081216	0.057194	0.033710	-0.005915	0.008675	0.004455	0.044400	-0.003624	-0.005221	-0.000328	0.004444	-0.011741	0.075875	0.185030	0.016281	0.365510	0.999999	0.359457	0.353789	0.030537	0.009925	0.407473	-0.001192	0.100378	0.102714	0.125708	0.067722	0.020456	0.026350	0.023876	0.016475
Total Length of Bwd Packets	-0.003419	0.015981	0.996997	0.994433	0.353788	1.000000	0.006393	-0.002343	-0.001673	-0.000704	0.021817	-0.004258	0.020533	0.005745	0.000531	-0.001678	-0.001659	-0.001512	0.000805	-0.000431	0.015665	-0.001544	-0.001048	0.000354	-0.000948	0.018943	-0.001320	-0.000674	0.001712	-0.000933	0.001641	-0.000043	0.000751	0.013691	-0.001564	-0.001010	-0.004886	0.020697	0.023292	0.011006	0.005715	-0.000832	0.001641	0.000119	0.003757	0.002338	-0.002558	-0.000043	0.000118	0.002963	0.021142	-0.001673	0.020533	0.996997	0.354267	0.994433	1.000000	0.001214	-0.000775	0.883980	0.000020	0.035920	0.003396	0.024762	0.039051	0.000479	0.000001	0.000463	0.000471
Fwd Packet Length Max	0.090423	0.262566	0.009047	0.008742	0.196177	0.006393	1.000000	-0.003958	0.888951	0.968518	0.083609	-0.141929	0.063338	0.064996	0.036214	-0.055766	0.063394	0.146505	0.191162	-0.015749	0.258776	0.078039	0.215476	0.195259	-0.029979	0.290660	0.061198	0.264467	0.252085	-0.028605	0.005481	-0.001736	0.000262	0.000604	-0.048870	-0.049320	-0.145585	0.379118	0.330176	0.341987	0.252559	-0.003216	0.005481	0.017716	0.224345	-0.027329	0.021213	-0.001736	0.017697	-0.051007	0.321559	0.888951	0.063338	0.009047	0.196441	0.008742	0.006392	0.156469	0.015827	0.007325	0.000608	0.120296	0.087857	0.138441	0.102646	0.170950	0.175238	0.189487	0.146838
Fwd Packet Length Min	-0.046065	-0.115018	-0.003240	-0.002819	-0.001685	-0.002343	-0.003958	1.000000	0.244083	-0.078022	-0.132643	0.295068	-0.113585	-0.133249	0.001568	-0.050721	-0.021362	-0.057408	-0.082683	0.002027	-0.118837	-0.013153	-0.105829	-0.089405	0.041925	-0.080426	0.015063	-0.053450	-0.034992	0.039306	0.096519	-0.001769	-0.000711	-0.000680	-0.048249	-0.025531	0.442349	-0.115133	-0.056330	-0.102357	-0.088492	-0.051602	0.096519	-0.005181	-0.202421	-0.106016	0.016190	-0.001769	-0.004667	0.293750	-0.039194	0.244083	-0.113585	-0.003240	-0.001687	-0.002819	-0.002343	-0.146483	-0.069907	-0.002293	-0.001226	-0.036028	-0.033065	-0.045360	-0.027925	-0.077879	-0.032239	-0.080174	-0.073646
Fwd Packet Length Mean	0.136910	0.133495	-0.000279	-0.000632	0.185030	-0.001673	0.888951	0.244083	1.000000	0.897729	-0.003252	-0.039421	-0.014037	-0.006219	0.086402	-0.042348	0.046005	0.111272	0.141295	-0.012137	0.130055	0.063824	0.163039	0.144788	-0.011616	0.168708	0.059601	0.232671	0.222980	-0.009478	0.062477	-0.001837	-0.000054	0.000216	-0.035481	-0.045869	-0.007167	0.287077	0.297016	0.279039	0.211376	-0.015083	0.062477	0.012867	0.090603	-0.006043	0.050233	-0.001837	0.012979	0.031291	0.299053	1.000000	-0.014037	-0.000279	0.185273	-0.000632	-0.001673	0.046373	-0.015123	0.000115	0.000121	0.090354	0.053958	0.090333	0.078874	0.119456	0.176843	0.140131	0.095581
Fwd Packet Length Std	0.122524	0.224078	0.001084	0.000719	0.158801	-0.000704	0.968518	-0.078022	0.897729	1.000000	0.075267	-0.152695	0.055767	0.067081	0.076477	-0.036426	0.066728	0.154312	0.195984	-0.014720	0.221037	0.083256	0.229540	0.201368	-0.029202	0.242056	0.059252	0.268584	0.250552	-0.028041	0.015962	-0.001481	0.000296	0.000500	-0.029670	-0.043763	-0.167430	0.373314	0.325617	0.352335	0.277683	0.009741	0.015962	0.014562	0.197414	0.005842	0.036072	-0.001481	0.014511	-0.065195	0.321349	0.897729	0.055767	0.001084	0.159016	0.000719	-0.000704	0.130897	0.014220	0.000792	0.000659	0.102895	0.065142	0.111241	0.091307	0.173865	0.188626	0.194163	0.148423
Bwd Packet Length Max	-0.214738	0.484794	0.022528	0.022322	0.020569	0.021817	0.083609	-0.132643	-0.003252	0.075267	1.000000	-0.241908	0.958121	0.982489	-0.023866	-0.111199	0.215699	0.476437	0.571233	-0.027088	0.481245	0.204550	0.596189	0.566844	-0.054015	0.210394	0.035590	0.279396	0.232750	-0.052555	-0.101014	-0.002719	0.000651	0.001160	-0.101143	-0.079353	-0.273644	0.947119	0.878858	0.938609	0.851858	0.247896	-0.101014	0.004682	0.250973	-0.019388	-0.160616	-0.002719	0.004638	-0.045987	0.873778	-0.003252	0.958121	0.022528	0.020597	0.022322	0.021818	0.109001	-0.065538	0.016562	0.001260	0.069806	0.034391	0.071065	0.068274	0.568727	0.166687	0.573639	0.550812
Bwd Packet Length Min	-0.261911	-0.238513	-0.006060	-0.005339	-0.027790	-0.004258	-0.141929	0.295068	-0.039421	-0.152695	-0.241908	1.000000	-0.172368	-0.258305	-0.019893	-0.122928	-0.093429	-0.144991	-0.186181	-0.028828	-0.234165	-0.057569	-0.202430	-0.183145	0.044670	-0.170404	0.001399	-0.131367	-0.098589	0.056262	-0.092290	-0.003377	0.000674	-0.000668	-0.118331	-0.054627	0.718671	-0.256496	-0.188302	-0.244136	-0.186164	-0.101384	-0.092290	-0.010027	-0.386490	-0.373400	-0.193022	-0.003377	-0.010047	0.201233	-0.162005	-0.039421	-0.172368	-0.006060	-0.027827	-0.005339	-0.004258	-0.294326	-0.144310	-0.004303	0.000338	-0.072800	-0.062920	-0.088482	-0.057779	-0.173027	-0.059887	-0.176364	-0.165532
Bwd Packet Length Mean	-0.240833	0.447411	0.021099	0.021223	0.016281	0.020533	0.063338	-0.113585	-0.014037	0.055767	0.958121	-0.172368	1.000000	0.940673	-0.025927	-0.123698	0.203426	0.468383	0.567710	-0.030053	0.444219	0.195257	0.585550	0.563101	-0.050871	0.146164	0.015256	0.225366	0.191118	-0.048424	-0.110404	-0.003053	0.000720	0.001127	-0.113024	-0.085670	-0.226316	0.902921	0.920774	0.918088	0.793072	0.216194	-0.110404	0.005541	0.228343	-0.036439	-0.179665	-0.003053	0.005491	-0.019834	0.915088	-0.014037	1.000000	0.021099	0.016304	0.021223	0.020533	0.101161	-0.079711	0.016107	0.001321	0.069529	0.027213	0.064798	0.070239	0.564833	0.166486	0.569780	0.547220
Bwd Packet Length Std	-0.192450	0.432548	0.006006	0.005686	0.007498	0.005745	0.064996	-0.133249	-0.006219	0.067081	0.982489	-0.258305	0.940673	1.000000	-0.021619	-0.099949	0.211041	0.460429	0.544535	-0.024385	0.429372	0.196335	0.571939	0.540421	-0.050387	0.152830	0.029509	0.250464	0.199286	-0.049291	-0.092766	-0.002432	0.000575	0.000885	-0.090708	-0.072351	-0.278569	0.931345	0.849175	0.941421	0.890249	0.230976	-0.092766	0.004539	0.234821	0.007190	-0.143655	-0.002432	0.004499	-0.060456	0.849090	-0.006219	0.940673	0.006006	0.007509	0.005686	0.005745	0.088591	-0.059690	0.004266	0.001166	0.053899	0.011257	0.044539	0.058490	0.539576	0.174381	0.546417	0.520634
Flow Bytes/s	0.070321	-0.024928	0.000390	0.000337	0.002235	0.000531	0.036214	0.001568	0.086402	0.076477	-0.023866	-0.019893	-0.025927	-0.021619	1.000000	0.286854	-0.016346	-0.020526	-0.021231	-0.002990	-0.024463	-0.015429	-0.019153	-0.020843	-0.006634	-0.019441	-0.011426	-0.013320	-0.015379	-0.006534	0.172062	-0.000294	0.000042	0.000069	0.299155	0.007225	-0.003458	-0.006724	0.052917	0.008492	-0.003458	-0.008180	0.172062	-0.000865	-0.032155	0.058816	-0.015194	-0.000294	-0.000867	-0.040797	0.082688	0.086402	-0.025927	0.000390	0.002238	0.000337	0.000531	-0.013384	-0.012209	0.000395	0.000080	-0.007024	-0.005863	-0.008362	-0.005632	-0.019896	-0.006143	-0.020180	-0.019153
Flow Packets/s	0.359653	-0.110335	-0.002353	-0.002389	-0.011929	-0.001678	-0.055766	-0.050721	-0.042348	-0.036426	-0.111199	-0.122928	-0.123698	-0.099949	0.286854	1.000000	-0.072303	-0.090795	-0.093924	-0.013226	-0.108276	-0.068243	-0.084719	-0.092203	-0.029343	-0.086078	-0.050538	-0.058925	-0.068047	-0.028900	0.287512	0.009848	0.000183	0.000319	0.980478	0.323595	-0.102728	-0.111327	-0.113472	-0.107088	-0.071587	-0.000590	0.287512	-0.003859	-0.098761	0.252128	0.001060	0.009848	-0.003867	-0.139139	-0.108060	-0.042348	-0.123698	-0.002353	-0.011945	-0.002389	-0.001678	-0.056660	-0.019731	-0.001811	0.000385	-0.031215	-0.025955	-0.037091	-0.025068	-0.088013	-0.027172	-0.089270	-0.084728
Flow IAT Mean	-0.114900	0.534223	-0.001398	-0.001741	0.002595	-0.001659	0.063394	-0.021362	0.046005	0.066728	0.215699	-0.093429	0.203426	0.211041	-0.016346	-0.072303	1.000000	0.710683	0.655964	0.630446	0.533936	0.901786	0.420316	0.654387	0.774186	0.347499	0.633170	0.258520	0.487839	0.573397	0.052233	-0.001756	0.000309	-0.000535	-0.065560	-0.052629	-0.043553	0.219939	0.171331	0.201777	0.150775	0.146571	0.052233	0.002506	-0.067291	0.095001	-0.018948	-0.001756	0.002479	-0.088179	0.166480	0.046005	0.203426	-0.001398	0.002599	-0.001741	-0.001659	0.007126	-0.034407	-0.001329	-0.000133	0.062198	0.017327	0.048631	0.063218	0.606458	0.140279	0.608177	0.592728
Flow IAT Std	-0.133540	0.734430	-0.000995	-0.001463	0.012509	-0.001512	0.146505	-0.057408	0.111272	0.154312	0.476437	-0.144991	0.468383	0.460429	-0.020526	-0.090795	0.710683	1.000000	0.937527	-0.020468	0.734124	0.827693	0.802494	0.935545	0.516701	0.453172	0.668173	0.480526	0.676758	0.544190	-0.012990	-0.002206	0.000301	-0.001134	-0.082328	-0.066091	-0.127675	0.486786	0.408233	0.455181	0.335277	0.301643	-0.012990	0.009188	-0.087143	0.122597	-0.094329	-0.002206	0.009140	-0.094613	0.397865	0.111272	0.468383	-0.000995	0.012526	-0.001463	-0.001512	-0.070115	-0.050498	-0.001227	-0.000618	0.083214	0.024070	0.060608	0.082539	0.930515	0.231572	0.934799	0.907703
Flow IAT Max	-0.132520	0.779575	0.001822	0.001369	0.024700	0.000805	0.191162	-0.082683	0.141295	0.195984	0.571233	-0.186181	0.567710	0.544535	-0.021231	-0.093924	0.655964	0.937527	1.000000	0.096058	0.779266	0.677505	0.915170	0.998050	0.310213	0.432313	0.451983	0.546531	0.645291	0.302251	-0.012342	-0.002282	0.000063	-0.001630	-0.085165	-0.068367	-0.180426	0.586409	0.502672	0.546752	0.394554	0.341055	-0.012342	0.013991	-0.074431	0.161407	-0.082381	-0.002282	0.013932	-0.119376	0.488410	0.141295	0.567710	0.001822	0.024733	0.001369	0.000805	-0.047140	-0.061369	0.000815	-0.001274	0.125252	0.048668	0.093470	0.116705	0.979823	0.277631	0.989469	0.951167
Flow IAT Min	-0.023600	0.060380	-0.000594	-0.000620	-0.003069	-0.000431	-0.015749	0.002027	-0.012137	-0.014720	-0.027088	-0.028828	-0.030053	-0.024385	-0.002990	-0.013226	0.630446	-0.020468	0.096058	1.000000	0.060928	0.286713	-0.019882	0.095939	0.327465	-0.020528	-0.011101	-0.014289	-0.015928	-0.005784	0.083166	-0.000321	0.000074	0.000086	-0.011993	-0.009626	0.009958	-0.027889	-0.029999	-0.028231	-0.017913	-0.008747	0.083166	-0.000941	-0.034335	0.074089	0.079958	-0.000321	-0.000943	-0.051682	-0.029348	-0.012137	-0.030053	-0.000594	-0.003073	-0.000620	-0.000431	0.072049	-0.013908	-0.000465	0.000143	-0.000575	-0.006295	-0.004580	0.001776	0.027625	-0.005357	0.026100	0.028741
Fwd IAT Total	-0.173016	0.998526	0.020213	0.019016	0.062527	0.015665	0.258776	-0.118837	0.130055	0.221037	0.481245	-0.234165	0.444219	0.429372	-0.024463	-0.108276	0.533936	0.734124	0.779266	0.060928	1.000000	0.544410	0.722746	0.781780	0.210722	0.816417	0.407619	0.513841	0.577072	0.213596	-0.016784	-0.002630	-0.000104	-0.001067	-0.098180	-0.078812	-0.241631	0.496834	0.411833	0.440394	0.269389	0.219590	-0.016784	0.007056	0.168557	0.035212	-0.119875	-0.002630	0.007007	-0.178021	0.389691	0.130055	0.444219	0.020213	0.062608	0.019016	0.015664	0.087390	-0.035987	0.015410	-0.001252	0.179723	0.234801	0.285145	0.112891	0.764251	0.239487	0.775785	0.734319
Fwd IAT Mean	-0.108227	0.542581	-0.001392	-0.001569	0.004150	-0.001544	0.078039	-0.013153	0.063824	0.083256	0.204550	-0.057569	0.195257	0.196335	-0.015429	-0.068243	0.901786	0.827693	0.677505	0.286713	0.544410	1.000000	0.412301	0.678761	0.885573	0.423321	0.848912	0.285349	0.623023	0.797318	0.017821	-0.001658	0.000296	-0.000567	-0.061879	-0.049676	-0.006117	0.214360	0.176140	0.197457	0.144682	0.178633	0.017821	0.001162	-0.080597	0.033475	-0.049203	-0.001658	0.001138	-0.044783	0.171939	0.063824	0.195257	-0.001392	0.004156	-0.001569	-0.001544	-0.039458	-0.039945	-0.001271	-0.000162	0.040172	0.009033	0.031303	0.042302	0.659086	0.122361	0.656209	0.648601
Fwd IAT Std	-0.112500	0.720635	-0.000371	-0.000895	0.021071	-0.001048	0.215476	-0.105829	0.163039	0.229540	0.596189	-0.202430	0.585550	0.571939	-0.019153	-0.084719	0.420316	0.802494	0.915170	-0.019882	0.722746	0.412301	1.000000	0.917452	-0.041289	0.374843	0.193718	0.627588	0.541485	-0.008436	-0.022960	-0.002058	0.000254	-0.001514	-0.076818	-0.061668	-0.218748	0.619797	0.528341	0.583181	0.427877	0.419664	-0.022960	0.010745	-0.071075	0.166999	-0.079364	-0.002058	0.010695	-0.135619	0.514999	0.163039	0.585550	-0.000371	0.021100	-0.000895	-0.001048	-0.059379	-0.045067	-0.000849	-0.000962	0.090564	0.028004	0.067024	0.089115	0.903052	0.276370	0.914131	0.873687
Fwd IAT Max	-0.131217	0.779318	0.001378	0.000911	0.024779	0.000354	0.195259	-0.089405	0.144788	0.201368	0.566844	-0.183145	0.563101	0.540421	-0.020843	-0.092203	0.654387	0.935545	0.998050	0.095939	0.781780	0.678761	0.917452	1.000000	0.310263	0.432504	0.451149	0.544457	0.643445	0.302053	-0.012292	-0.002240	0.000054	-0.001644	-0.083605	-0.067116	-0.177265	0.584441	0.498768	0.544220	0.393237	0.340811	-0.012292	0.013032	-0.079402	0.162294	-0.083644	-0.002240	0.012975	-0.133872	0.484636	0.144788	0.563101	0.001378	0.024812	0.000911	0.000354	-0.050468	-0.061873	0.000413	-0.001288	0.122382	0.048128	0.091823	0.113837	0.978194	0.283097	0.988615	0.948741
Fwd IAT Min	-0.056039	0.209512	-0.001303	-0.001172	-0.006195	-0.000948	-0.029979	0.041925	-0.011616	-0.029202	-0.054015	0.044670	-0.050871	-0.050387	-0.006634	-0.029343	0.774186	0.516701	0.310213	0.327465	0.210722	0.885573	-0.041289	0.310263	1.000000	0.223989	0.819203	-0.024246	0.404734	0.883639	0.029745	-0.000713	0.000158	0.000121	-0.026606	-0.021359	0.109753	-0.056666	-0.050857	-0.056890	-0.039587	-0.022963	0.029745	-0.002087	-0.079892	-0.024797	-0.009693	-0.000713	-0.002091	0.023090	-0.048829	-0.011616	-0.050871	-0.001303	-0.006203	-0.001172	-0.000948	-0.026902	-0.029565	-0.000942	0.000231	-0.003924	-0.013523	-0.011678	0.000756	0.296815	-0.005973	0.286999	0.301006
Bwd IAT Total	-0.121358	0.819623	0.023771	0.023198	0.075934	0.018943	0.290660	-0.080426	0.168708	0.242056	0.210394	-0.170404	0.146164	0.152830	-0.019441	-0.086078	0.347499	0.453172	0.432313	-0.020528	0.816417	0.423321	0.374843	0.432504	0.223989	1.000000	0.507386	0.640386	0.719447	0.266906	0.000736	-0.002091	0.000316	-0.001544	-0.078051	-0.062652	-0.175996	0.248343	0.204580	0.201779	0.077077	0.247290	0.000736	-0.004204	0.274660	-0.158978	-0.087183	-0.002091	-0.004221	-0.055595	0.184908	0.168708	0.146164	0.023771	0.076033	0.023198	0.018943	0.139103	-0.015310	0.018962	-0.001235	0.142568	0.263626	0.283041	0.066683	0.435497	0.113610	0.439590	0.419117
Bwd IAT Mean	-0.076734	0.408185	-0.000906	-0.001060	0.006395	-0.001320	0.061198	0.015063	0.059601	0.059252	0.035590	0.001399	0.015256	0.029509	-0.011426	-0.050538	0.633170	0.668173	0.451983	-0.011101	0.407619	0.848912	0.193718	0.451149	0.819203	0.507386	1.000000	0.322247	0.706139	0.933072	0.042307	-0.001228	0.000195	-0.000787	-0.045825	-0.036787	0.042036	0.049088	0.033385	0.039584	0.021714	0.136021	0.042307	-0.003015	-0.022734	-0.077806	-0.056729	-0.001228	-0.003025	0.017867	0.031320	0.059601	0.015256	-0.000906	0.006404	-0.001060	-0.001320	-0.026021	-0.033781	-0.000689	-0.000462	0.042852	0.068736	0.055256	0.017910	0.457347	0.075397	0.456566	0.451125
Bwd IAT Std	-0.042569	0.517280	0.000449	0.000249	0.034931	-0.000674	0.264467	-0.053450	0.232671	0.268584	0.279396	-0.131367	0.225366	0.250464	-0.013320	-0.058925	0.258520	0.480526	0.546531	-0.014289	0.513841	0.285349	0.627588	0.544457	-0.024246	0.640386	0.322247	1.000000	0.848688	-0.013666	-0.008086	-0.001431	0.000081	-0.002878	-0.053430	-0.042892	-0.140355	0.334834	0.286158	0.310334	0.210644	0.546485	-0.008086	-0.002556	0.046698	-0.092751	-0.026978	-0.001431	-0.002568	0.021594	0.276199	0.232671	0.225366	0.000449	0.034978	0.000249	-0.000674	0.012386	-0.035120	0.000255	-0.002237	0.086474	0.092368	0.094847	0.057352	0.543609	0.158919	0.551093	0.526289
Bwd IAT Max	-0.062743	0.579842	0.003066	0.003151	0.040256	0.001712	0.252085	-0.034992	0.222980	0.250552	0.232750	-0.098589	0.191118	0.199286	-0.015379	-0.068047	0.487839	0.676758	0.645291	-0.015928	0.577072	0.623023	0.541485	0.643445	0.404734	0.719447	0.706139	0.848688	1.000000	0.466697	0.016430	-0.001653	0.000133	-0.002821	-0.061701	-0.049531	-0.085644	0.287112	0.254196	0.260393	0.168089	0.471303	0.016430	-0.002833	0.024180	-0.103662	-0.039886	-0.001653	-0.002848	0.041691	0.243654	0.222980	0.191118	0.003066	0.040309	0.003151	0.001712	-0.004400	-0.044417	0.002418	-0.002159	0.117111	0.103540	0.113877	0.084741	0.645118	0.167263	0.650946	0.627913
Bwd IAT Min	-0.055626	0.212468	-0.001157	-0.001111	-0.005184	-0.000933	-0.028605	0.039306	-0.009478	-0.028041	-0.052555	0.056262	-0.048424	-0.049291	-0.006534	-0.028900	0.573397	0.544190	0.302251	-0.005784	0.213596	0.797318	-0.008436	0.302053	0.883639	0.266906	0.933072	-0.013666	0.466697	1.000000	0.047318	-0.000702	0.000154	0.000116	-0.026205	-0.021037	0.103354	-0.055281	-0.048096	-0.055212	-0.038980	-0.021427	0.047318	-0.002055	-0.071367	-0.040326	-0.041718	-0.000702	-0.002059	0.029533	-0.046506	-0.009478	-0.048424	-0.001157	-0.005191	-0.001111	-0.000933	-0.049055	-0.025171	-0.000810	0.000212	0.013216	0.022748	0.009128	0.002127	0.309323	0.024993	0.305247	0.309315
Fwd PSH Flags	0.234408	-0.017442	0.001881	0.001674	0.008675	0.001641	0.005481	0.096519	0.062477	0.015962	-0.101014	-0.092290	-0.110404	-0.092766	0.172062	0.287512	0.052233	-0.012990	-0.012342	0.083166	-0.016784	0.017821	-0.022960	-0.012292	0.029745	0.000736	0.042307	-0.008086	0.016430	0.047318	1.000000	0.024965	0.000302	0.000438	0.305757	-0.022194	-0.098607	-0.084142	-0.072491	-0.077614	-0.059973	-0.041456	1.000000	-0.003758	-0.148460	0.335648	-0.014234	0.024965	-0.003542	-0.150404	-0.066209	0.062477	-0.110404	0.001881	0.008682	0.001674	0.001640	-0.052450	-0.044321	0.001992	0.000616	0.003335	0.006791	0.003066	-0.001909	-0.029506	0.017559	-0.025800	-0.032386
Fwd URG Flags	0.004436	-0.002680	-0.000060	-0.000061	-0.000328	-0.000043	-0.001736	-0.001769	-0.001837	-0.001481	-0.002719	-0.003377	-0.003053	-0.002432	-0.000294	0.009848	-0.001756	-0.002206	-0.002282	-0.000321	-0.002630	-0.001658	-0.002058	-0.002240	-0.000713	-0.002091	-0.001228	-0.001431	-0.001653	-0.000702	0.024965	1.000000	0.000007	0.000009	0.010421	-0.000495	-0.003692	-0.002850	-0.003395	-0.002839	-0.001788	-0.001035	0.024965	-0.000094	-0.000776	-0.003819	0.016806	1.000000	-0.000094	-0.004252	-0.003483	-0.001837	-0.003053	-0.000060	-0.000329	-0.000061	-0.000043	0.016519	-0.001421	-0.000051	0.000015	-0.000758	-0.000630	-0.000901	-0.000609	-0.002138	-0.000660	-0.002168	-0.002058
Fwd Header Length	0.000462	-0.000091	0.000476	0.000757	-0.001337	0.000751	0.000262	-0.000711	-0.000054	0.000296	0.000651	0.000674	0.000720	0.000575	0.000042	0.000183	0.000309	0.000301	0.000063	0.000074	-0.000104	0.000296	0.000254	0.000054	0.000158	0.000316	0.000195	0.000081	0.000133	0.000154	0.000302	0.000007	1.000000	0.069218	0.000151	0.000210	-0.001820	0.000630	0.000515	0.000649	0.000423	0.000241	0.000302	0.000022	0.000876	0.000895	0.000443	0.000007	0.000022	0.001153	0.000551	-0.000054	0.000720	0.000476	-0.001339	0.000757	0.000751	0.000668	0.000332	0.000339	0.566449	-0.001450	-0.002219	-0.001723	-0.000350	0.000213	-0.000589	0.000079	0.000320
Bwd Header Length	0.000768	-0.001042	0.013751	0.013766	0.005023	0.013691	0.000604	-0.000680	0.000216	0.000500	0.001160	-0.000668	0.001127	0.000885	0.000069	0.000319	-0.000535	-0.001134	-0.001630	0.000086	-0.001067	-0.000567	-0.001514	-0.001644	0.000121	-0.001544	-0.000787	-0.002878	-0.002821	0.000116	0.000438	0.000009	0.069218	1.000000	0.000316	0.000099	-0.001784	0.001192	0.001191	0.001065	0.000660	0.000323	0.000438	0.000033	0.001324	0.001251	0.000571	0.000009	0.000033	-0.000656	0.001167	0.000216	0.001127	0.013751	0.005030	0.013766	0.013691	0.001000	0.000452	0.012127	0.679353	-0.006921	-0.004195	-0.005386	-0.005669	-0.001090	-0.004552	-0.001677	-0.000466
Fwd Packets/s	0.348737	-0.100047	-0.002146	-0.002240	-0.010684	-0.001564	-0.048870	-0.048249	-0.035481	-0.029670	-0.101143	-0.118331	-0.113024	-0.090708	0.299155	0.980478	-0.065560	-0.082328	-0.085165	-0.011993	-0.098180	-0.061879	-0.076818	-0.083605	-0.026606	-0.078051	-0.045825	-0.053430	-0.061701	-0.026205	0.305757	0.010421	0.000151	0.000316	1.000000	0.141911	-0.097172	-0.100533	-0.100771	-0.096198	-0.064704	-0.001940	0.305757	-0.003500	-0.102175	0.247413	-0.028778	0.010421	-0.003508	-0.165589	-0.094873	-0.035481	-0.113024	-0.002146	-0.010698	-0.002240	-0.001564	-0.054346	-0.031991	-0.001662	0.000339	-0.028306	-0.023534	-0.033633	-0.022732	-0.079806	-0.024638	-0.080945	-0.076826
Bwd Packets/s	0.144848	-0.080310	-0.001651	-0.001367	-0.009371	-0.001010	-0.049320	-0.025531	-0.045869	-0.043763	-0.079353	-0.054627	-0.085670	-0.072351	0.007225	0.323595	-0.052629	-0.066091	-0.068367	-0.009626	-0.078812	-0.049676	-0.061668	-0.067116	-0.021359	-0.062652	-0.036787	-0.042892	-0.049531	-0.021037	-0.022194	-0.000495	0.000210	0.000099	0.141911	1.000000	-0.054591	-0.083171	-0.093545	-0.082607	-0.053178	0.009695	-0.022194	-0.002805	-0.008410	0.089121	0.150957	-0.000495	-0.002809	0.100724	-0.094695	-0.045869	-0.085670	-0.001651	-0.009384	-0.001367	-0.001010	-0.025384	0.059560	-0.001215	0.000332	-0.022713	-0.018891	-0.026992	-0.018238	-0.064066	-0.019779	-0.064981	-0.061674
Min Packet Length	-0.253890	-0.246258	-0.006772	-0.006133	-0.028447	-0.004886	-0.145585	0.442349	-0.007167	-0.167430	-0.273644	0.718671	-0.226316	-0.278569	-0.003458	-0.102728	-0.043553	-0.127675	-0.180426	0.009958	-0.241631	-0.006117	-0.218748	-0.177265	0.109753	-0.175996	0.042036	-0.140355	-0.085644	0.103354	-0.098607	-0.003692	-0.001820	-0.001784	-0.097172	-0.054591	1.000000	-0.286520	-0.214086	-0.284081	-0.203536	-0.113823	-0.098607	-0.010812	-0.421720	-0.366515	-0.169564	-0.003692	-0.010830	0.201903	-0.184653	-0.007167	-0.226316	-0.006772	-0.028485	-0.006133	-0.004886	-0.308955	-0.154049	-0.004798	-0.003179	-0.075490	-0.068996	-0.095010	-0.058664	-0.169599	-0.066233	-0.174032	-0.160977
Max Packet Length	-0.145416	0.500428	0.021710	0.021448	0.074643	0.020697	0.379118	-0.115133	0.287077	0.373314	0.947119	-0.256496	0.902921	0.931345	-0.006724	-0.111327	0.219939	0.486786	0.586409	-0.027889	0.496834	0.214360	0.619797	0.584441	-0.056666	0.248343	0.049088	0.334834	0.287112	-0.055281	-0.084142	-0.002850	0.000630	0.001192	-0.100533	-0.083171	-0.286520	1.000000	0.916385	0.984006	0.895125	0.230591	-0.084142	0.005077	0.258841	0.000528	-0.124614	-0.002850	0.005044	-0.048419	0.911602	0.287077	0.902921	0.021710	0.074744	0.021448	0.020698	0.110797	-0.061078	0.016049	0.001273	0.091808	0.040539	0.088518	0.090026	0.576558	0.221699	0.588717	0.550961
Packet Length Mean	-0.173263	0.416048	0.024218	0.024638	0.081216	0.023292	0.330176	-0.056330	0.297016	0.325617	0.878858	-0.188302	0.920774	0.849175	0.052917	-0.113472	0.171331	0.408233	0.502672	-0.029999	0.411833	0.176140	0.528341	0.498768	-0.050857	0.204580	0.033385	0.286158	0.254196	-0.048096	-0.072491	-0.003395	0.000515	0.001191	-0.100771	-0.093545	-0.214086	0.916385	1.000000	0.942617	0.805415	0.213323	-0.072491	0.007961	0.289260	-0.079493	-0.163219	-0.003395	0.007935	0.034402	0.997822	0.297016	0.920774	0.024218	0.081324	0.024638	0.023293	0.131104	-0.077936	0.018735	0.001124	0.084901	0.053805	0.090696	0.076592	0.498346	0.151412	0.503543	0.481919
Packet Length Std	-0.141429	0.443989	0.011618	0.011476	0.057194	0.011006	0.341987	-0.102357	0.279039	0.352335	0.938609	-0.244136	0.918088	0.941421	0.008492	-0.107088	0.201777	0.455181	0.546752	-0.028231	0.440394	0.197457	0.583181	0.544220	-0.056890	0.201779	0.039584	0.310334	0.260393	-0.055212	-0.077614	-0.002839	0.000649	0.001065	-0.096198	-0.082607	-0.284081	0.984006	0.942617	1.000000	0.924938	0.225213	-0.077614	0.004898	0.267433	-0.011510	-0.127243	-0.002839	0.004875	-0.026684	0.943070	0.279039	0.918088	0.011618	0.057271	0.011476	0.011007	0.103945	-0.064545	0.008783	0.001314	0.073619	0.026150	0.066670	0.074742	0.538078	0.200755	0.548593	0.515289
Packet Length Variance	-0.078732	0.270932	0.005111	0.005084	0.033710	0.005715	0.252559	-0.088492	0.211376	0.277683	0.851858	-0.186164	0.793072	0.890249	-0.003458	-0.071587	0.150775	0.335277	0.394554	-0.017913	0.269389	0.144682	0.427877	0.393237	-0.039587	0.077077	0.021714	0.210644	0.168089	-0.038980	-0.059973	-0.001788	0.000423	0.000660	-0.064704	-0.053178	-0.203536	0.895125	0.805415	0.924938	1.000000	0.174009	-0.059973	-0.001854	0.156463	0.022475	-0.076057	-0.001788	-0.001869	0.001490	0.816668	0.211376	0.793072	0.005111	0.033755	0.005084	0.005715	0.009953	-0.057693	0.003933	0.000856	0.036293	-0.012354	0.015480	0.046099	0.386349	0.168120	0.397072	0.367157
FIN Flag Count	-0.038278	0.217935	-0.001352	-0.001196	-0.005915	-0.000832	-0.003216	-0.051602	-0.015083	0.009741	0.247896	-0.101384	0.216194	0.230976	-0.008180	-0.000590	0.146571	0.301643	0.341055	-0.008747	0.219590	0.178633	0.419664	0.340811	-0.022963	0.247290	0.136021	0.546485	0.471303	-0.021427	-0.041456	-0.001035	0.000241	0.000323	-0.001940	0.009695	-0.113823	0.230591	0.213323	0.225213	0.174009	1.000000	-0.041456	-0.003031	-0.119819	-0.092947	-0.061584	-0.001035	-0.002901	0.015811	0.209627	-0.015083	0.216194	-0.001352	-0.005923	-0.001196	-0.000832	-0.091044	-0.033162	-0.001078	0.000496	-0.022536	-0.020296	-0.027849	-0.017505	0.354959	0.010021	0.345467	0.357718
SYN Flag Count	0.234408	-0.017442	0.001881	0.001674	0.008675	0.001641	0.005481	0.096519	0.062477	0.015962	-0.101014	-0.092290	-0.110404	-0.092766	0.172062	0.287512	0.052233	-0.012990	-0.012342	0.083166	-0.016784	0.017821	-0.022960	-0.012292	0.029745	0.000736	0.042307	-0.008086	0.016430	0.047318	1.000000	0.024965	0.000302	0.000438	0.305757	-0.022194	-0.098607	-0.084142	-0.072491	-0.077614	-0.059973	-0.041456	1.000000	-0.003758	-0.148460	0.335648	-0.014234	0.024965	-0.003542	-0.150404	-0.066209	0.062477	-0.110404	0.001881	0.008682	0.001674	0.001640	-0.052450	-0.044321	0.001992	0.000616	0.003335	0.006791	0.003066	-0.001909	-0.029506	0.017559	-0.025800	-0.032386
RST Flag Count	-0.007201	0.008007	0.000337	0.000212	0.004455	0.000119	0.017716	-0.005181	0.012867	0.014562	0.004682	-0.010027	0.005541	0.004539	-0.000865	-0.003859	0.002506	0.009188	0.013991	-0.000941	0.007056	0.001162	0.010745	0.013032	-0.002087	-0.004204	-0.003015	-0.002556	-0.002833	-0.002055	-0.003758	-0.000094	0.000022	0.000033	-0.003500	-0.002805	-0.010812	0.005077	0.007961	0.004898	-0.001854	-0.003031	-0.003758	1.000000	0.025297	-0.011184	-0.005582	-0.000094	0.997820	-0.006739	0.007159	0.012867	0.005541	0.000337	0.004461	0.000212	0.000119	0.020722	0.001956	0.000392	0.000045	0.003073	0.007561	0.003439	-0.000288	-0.005425	-0.000413	-0.005299	-0.005387
PSH Flag Count	-0.220909	0.177430	0.007011	0.006444	0.044400	0.003757	0.224345	-0.202421	0.090603	0.197414	0.250973	-0.386490	0.228343	0.234821	-0.032155	-0.098761	-0.067291	-0.087143	-0.074431	-0.034335	0.168557	-0.080597	-0.071075	-0.079402	-0.079892	0.274660	-0.022734	0.046698	0.024180	-0.071367	-0.148460	-0.000776	0.000876	0.001324	-0.102175	-0.008410	-0.421720	0.258841	0.289260	0.267433	0.156463	-0.119819	-0.148460	0.025297	1.000000	-0.439611	-0.220599	-0.000776	0.025194	-0.093664	0.272353	0.090603	0.228343	0.007011	0.044461	0.006444	0.003758	0.572483	0.101679	0.004531	0.001779	0.118440	0.129654	0.164101	0.088550	-0.089102	-0.028732	-0.089275	-0.088311
ACK Flag Count	0.586633	0.032749	0.001370	0.001199	-0.003624	0.002338	-0.027329	-0.106016	-0.006043	0.005842	-0.019388	-0.373400	-0.036439	0.007190	0.058816	0.252128	0.095001	0.122597	0.161407	0.074089	0.035212	0.033475	0.166999	0.162294	-0.024797	-0.158978	-0.077806	-0.092751	-0.103662	-0.040326	0.335648	-0.003819	0.000895	0.001251	0.247413	0.089121	-0.366515	0.000528	-0.079493	-0.011510	0.022475	-0.092947	0.335648	-0.011184	-0.439611	1.000000	0.498857	-0.003819	-0.011053	-0.170706	-0.086517	-0.006043	-0.036439	0.001370	-0.003631	0.001199	0.002337	-0.146753	0.106439	0.001602	0.001832	-0.027568	-0.053765	-0.054352	-0.011654	0.152126	0.101997	0.160923	0.140253
URG Flag Count	0.525049	-0.118388	-0.003818	-0.003174	-0.005221	-0.002558	0.021213	0.016190	0.050233	0.036072	-0.160616	-0.193022	-0.179665	-0.143655	-0.015194	0.001060	-0.018948	-0.094329	-0.082381	0.079958	-0.119875	-0.049203	-0.079364	-0.083644	-0.009693	-0.087183	-0.056729	-0.026978	-0.039886	-0.041718	-0.014234	0.016806	0.000443	0.000571	-0.028778	0.150957	-0.169564	-0.124614	-0.163219	-0.127243	-0.076057	-0.061584	-0.014234	-0.005582	-0.220599	0.498857	1.000000	0.016806	-0.005594	0.282622	-0.166893	0.050233	-0.179665	-0.003818	-0.005228	-0.003174	-0.002558	-0.085497	0.200056	-0.002908	0.000915	-0.025784	-0.037512	-0.041380	-0.014513	-0.093085	0.023530	-0.087470	-0.096777
CWE Flag Count	0.004436	-0.002680	-0.000060	-0.000061	-0.000328	-0.000043	-0.001736	-0.001769	-0.001837	-0.001481	-0.002719	-0.003377	-0.003053	-0.002432	-0.000294	0.009848	-0.001756	-0.002206	-0.002282	-0.000321	-0.002630	-0.001658	-0.002058	-0.002240	-0.000713	-0.002091	-0.001228	-0.001431	-0.001653	-0.000702	0.024965	1.000000	0.000007	0.000009	0.010421	-0.000495	-0.003692	-0.002850	-0.003395	-0.002839	-0.001788	-0.001035	0.024965	-0.000094	-0.000776	-0.003819	0.016806	1.000000	-0.000094	-0.004252	-0.003483	-0.001837	-0.003053	-0.000060	-0.000329	-0.000061	-0.000043	0.016519	-0.001421	-0.000051	0.000015	-0.000758	-0.000630	-0.000901	-0.000609	-0.002138	-0.000660	-0.002168	-0.002058
ECE Flag Count	-0.007112	0.007955	0.000335	0.000211	0.004444	0.000118	0.017697	-0.004667	0.012979	0.014511	0.004638	-0.010047	0.005491	0.004499	-0.000867	-0.003867	0.002479	0.009140	0.013932	-0.000943	0.007007	0.001138	0.010695	0.012975	-0.002091	-0.004221	-0.003025	-0.002568	-0.002848	-0.002059	-0.003542	-0.000094	0.000022	0.000033	-0.003508	-0.002809	-0.010830	0.005044	0.007935	0.004875	-0.001869	-0.002901	-0.003542	0.997820	0.025194	-0.011053	-0.005594	-0.000094	1.000000	-0.006520	0.007137	0.012979	0.005491	0.000335	0.004450	0.000211	0.000118	0.020641	0.001961	0.000391	0.000045	0.003057	0.007537	0.003420	-0.000295	-0.005440	-0.000421	-0.005315	-0.005402
Down/Up Ratio	0.029136	-0.165489	0.000906	0.003301	-0.011741	0.002963	-0.051007	0.293750	0.031291	-0.065195	-0.045987	0.201233	-0.019834	-0.060456	-0.040797	-0.139139	-0.088179	-0.094613	-0.119376	-0.051682	-0.178021	-0.044783	-0.135619	-0.133872	0.023090	-0.055595	0.017867	0.021594	0.041691	0.029533	-0.150404	-0.004252	0.001153	-0.000656	-0.165589	0.100724	0.201903	-0.048419	0.034402	-0.026684	0.001490	0.015811	-0.150404	-0.006739	-0.093664	-0.170706	0.282622	-0.004252	-0.006520	1.000000	0.043197	0.031291	-0.019834	0.000906	-0.011756	0.003301	0.002963	-0.176289	-0.038824	0.001067	0.000804	-0.033960	-0.034794	-0.050842	-0.025131	-0.103488	-0.056353	-0.108763	-0.095795
Average Packet Size	-0.174613	0.393604	0.021842	0.022271	0.075875	0.021142	0.321559	-0.039194	0.299053	0.321349	0.873778	-0.162005	0.915088	0.849090	0.082688	-0.108060	0.166480	0.397865	0.488410	-0.029348	0.389691	0.171939	0.514999	0.484636	-0.048829	0.184908	0.031320	0.276199	0.243654	-0.046506	-0.066209	-0.003483	0.000551	0.001167	-0.094873	-0.094695	-0.184653	0.911602	0.997822	0.943070	0.816668	0.209627	-0.066209	0.007159	0.272353	-0.086517	-0.166893	-0.003483	0.007137	0.043197	1.000000	0.299053	0.915088	0.021842	0.075975	0.022271	0.021142	0.113864	-0.083681	0.016892	0.001173	0.075555	0.044355	0.078266	0.069584	0.484682	0.146102	0.489543	0.468987
Avg Fwd Segment Size	0.136910	0.133495	-0.000279	-0.000632	0.185030	-0.001673	0.888951	0.244083	1.000000	0.897729	-0.003252	-0.039421	-0.014037	-0.006219	0.086402	-0.042348	0.046005	0.111272	0.141295	-0.012137	0.130055	0.063824	0.163039	0.144788	-0.011616	0.168708	0.059601	0.232671	0.222980	-0.009478	0.062477	-0.001837	-0.000054	0.000216	-0.035481	-0.045869	-0.007167	0.287077	0.297016	0.279039	0.211376	-0.015083	0.062477	0.012867	0.090603	-0.006043	0.050233	-0.001837	0.012979	0.031291	0.299053	1.000000	-0.014037	-0.000279	0.185273	-0.000632	-0.001673	0.046373	-0.015123	0.000115	0.000121	0.090354	0.053958	0.090333	0.078874	0.119456	0.176843	0.140131	0.095581
Avg Bwd Segment Size	-0.240833	0.447411	0.021099	0.021223	0.016281	0.020533	0.063338	-0.113585	-0.014037	0.055767	0.958121	-0.172368	1.000000	0.940673	-0.025927	-0.123698	0.203426	0.468383	0.567710	-0.030053	0.444219	0.195257	0.585550	0.563101	-0.050871	0.146164	0.015256	0.225366	0.191118	-0.048424	-0.110404	-0.003053	0.000720	0.001127	-0.113024	-0.085670	-0.226316	0.902921	0.920774	0.918088	0.793072	0.216194	-0.110404	0.005541	0.228343	-0.036439	-0.179665	-0.003053	0.005491	-0.019834	0.915088	-0.014037	1.000000	0.021099	0.016304	0.021223	0.020533	0.101161	-0.079711	0.016107	0.001321	0.069529	0.027213	0.064798	0.070239	0.564833	0.166486	0.569780	0.547220
Subflow Fwd Packets	-0.004695	0.020544	1.000000	0.999070	0.365510	0.996997	0.009047	-0.003240	-0.000279	0.001084	0.022528	-0.006060	0.021099	0.006006	0.000390	-0.002353	-0.001398	-0.000995	0.001822	-0.000594	0.020213	-0.001392	-0.000371	0.001378	-0.001303	0.023771	-0.000906	0.000449	0.003066	-0.001157	0.001881	-0.000060	0.000476	0.013751	-0.002146	-0.001651	-0.006772	0.021710	0.024218	0.011618	0.005111	-0.001352	0.001881	0.000337	0.007011	0.001370	-0.003818	-0.000060	0.000335	0.000906	0.021842	-0.000279	0.021099	1.000000	0.365992	0.999070	0.996987	0.003700	-0.000680	0.887386	-0.000181	0.039856	0.008195	0.030334	0.041227	0.001364	0.000664	0.001444	0.001229
Subflow Fwd Bytes	0.009490	0.063426	0.365992	0.359939	0.999999	0.354267	0.196441	-0.001687	0.185273	0.159016	0.020597	-0.027827	0.016304	0.007509	0.002238	-0.011945	0.002599	0.012526	0.024733	-0.003073	0.062608	0.004156	0.021100	0.024812	-0.006203	0.076033	0.006404	0.034978	0.040309	-0.005191	0.008682	-0.000329	-0.001339	0.005030	-0.010698	-0.009384	-0.028485	0.074744	0.081324	0.057271	0.033755	-0.005923	0.008682	0.004461	0.044461	-0.003631	-0.005228	-0.000329	0.004450	-0.011756	0.075975	0.185273	0.016304	0.365992	1.000000	0.359939	0.354269	0.030578	0.009938	0.408010	-0.001193	0.100501	0.102816	0.125845	0.067814	0.020484	0.026383	0.023907	0.016497
Subflow Bwd Packets	-0.004394	0.019366	0.999070	1.000000	0.359457	0.994433	0.008742	-0.002819	-0.000632	0.000719	0.022322	-0.005339	0.021223	0.005686	0.000337	-0.002389	-0.001741	-0.001463	0.001369	-0.000620	0.019016	-0.001569	-0.000895	0.000911	-0.001172	0.023198	-0.001060	0.000249	0.003151	-0.001111	0.001674	-0.000061	0.000757	0.013766	-0.002240	-0.001367	-0.006133	0.021448	0.024638	0.011476	0.005084	-0.001196	0.001674	0.000212	0.006444	0.001199	-0.003174	-0.000061	0.000211	0.003301	0.022271	-0.000632	0.021223	0.999070	0.359939	1.000000	0.994424	0.003141	-0.000680	0.882566	0.000021	0.038888	0.006308	0.028483	0.041227	0.000985	0.000353	0.001010	0.000905
Subflow Bwd Bytes	-0.003419	0.015980	0.996987	0.994424	0.353789	1.000000	0.006392	-0.002343	-0.001673	-0.000704	0.021818	-0.004258	0.020533	0.005745	0.000531	-0.001678	-0.001659	-0.001512	0.000805	-0.000431	0.015664	-0.001544	-0.001048	0.000354	-0.000948	0.018943	-0.001320	-0.000674	0.001712	-0.000933	0.001640	-0.000043	0.000751	0.013691	-0.001564	-0.001010	-0.004886	0.020698	0.023293	0.011007	0.005715	-0.000832	0.001640	0.000119	0.003758	0.002337	-0.002558	-0.000043	0.000118	0.002963	0.021142	-0.001673	0.020533	0.996987	0.354269	0.994424	1.000000	0.001215	-0.000775	0.883986	0.000020	0.035915	0.003396	0.024759	0.039045	0.000479	0.000001	0.000463	0.000471
Init_Win_bytes_forward	-0.135038	0.092673	0.003700	0.003141	0.030537	0.001214	0.156469	-0.146483	0.046373	0.130897	0.109001	-0.294326	0.101161	0.088591	-0.013384	-0.056660	0.007126	-0.070115	-0.047140	0.072049	0.087390	-0.039458	-0.059379	-0.050468	-0.026902	0.139103	-0.026021	0.012386	-0.004400	-0.049055	-0.052450	0.016519	0.000668	0.001000	-0.054346	-0.025384	-0.308955	0.110797	0.131104	0.103945	0.009953	-0.091044	-0.052450	0.020722	0.572483	-0.146753	-0.085497	0.016519	0.020641	-0.176289	0.113864	0.046373	0.101161	0.003700	0.030578	0.003141	0.001215	1.000000	0.092347	0.000757	0.001360	0.077142	0.068708	0.095382	0.062700	-0.067257	-0.023996	-0.067391	-0.065901
Init_Win_bytes_backward	0.205433	-0.035393	-0.000680	-0.000680	0.009925	-0.000775	0.015827	-0.069907	-0.015123	0.014220	-0.065538	-0.144310	-0.079711	-0.059690	-0.012209	-0.019731	-0.034407	-0.050498	-0.061369	-0.013908	-0.035987	-0.039945	-0.045067	-0.061873	-0.029565	-0.015310	-0.033781	-0.035120	-0.044417	-0.025171	-0.044321	-0.001421	0.000332	0.000452	-0.031991	0.059560	-0.154049	-0.061078	-0.077936	-0.064545	-0.057693	-0.033162	-0.044321	0.001956	0.101679	0.106439	0.200056	-0.001421	0.001961	-0.038824	-0.083681	-0.015123	-0.079711	-0.000680	0.009938	-0.000680	-0.000775	0.092347	1.000000	-0.000390	0.000682	0.013839	0.014062	0.018121	0.009815	-0.069982	-0.020962	-0.070864	-0.067833
act_data_pkt_fwd	-0.003574	0.015709	0.887386	0.882566	0.407473	0.883980	0.007325	-0.002293	0.000115	0.000792	0.016562	-0.004303	0.016107	0.004266	0.000395	-0.001811	-0.001329	-0.001227	0.000815	-0.000465	0.015410	-0.001271	-0.000849	0.000413	-0.000942	0.018962	-0.000689	0.000255	0.002418	-0.000810	0.001992	-0.000051	0.000339	0.012127	-0.001662	-0.001215	-0.004798	0.016049	0.018735	0.008783	0.003933	-0.001078	0.001992	0.000392	0.004531	0.001602	-0.002908	-0.000051	0.000391	0.001067	0.016892	0.000115	0.016107	0.887386	0.408010	0.882566	0.883986	0.000757	-0.000390	1.000000	-0.000227	0.029927	0.005379	0.021976	0.031372	0.000489	0.000612	0.000577	0.000376
min_seg_size_forward	0.001014	-0.001225	-0.000181	0.000021	-0.001192	0.000020	0.000608	-0.001226	0.000121	0.000659	0.001260	0.000338	0.001321	0.001166	0.000080	0.000385	-0.000133	-0.000618	-0.001274	0.000143	-0.001252	-0.000162	-0.000962	-0.001288	0.000231	-0.001235	-0.000462	-0.002237	-0.002159	0.000212	0.000616	0.000015	0.566449	0.679353	0.000339	0.000332	-0.003179	0.001273	0.001124	0.001314	0.000856	0.000496	0.000616	0.000045	0.001779	0.001832	0.000915	0.000015	0.000045	0.000804	0.001173	0.000121	0.001321	-0.000181	-0.001193	0.000021	0.000020	0.001360	0.000682	-0.000227	1.000000	-0.008790	-0.005765	-0.007292	-0.006811	-0.000762	-0.003686	-0.001296	-0.000230
Active Mean	-0.041190	0.184577	0.039856	0.038888	0.100378	0.035920	0.120296	-0.036028	0.090354	0.102895	0.069806	-0.072800	0.069529	0.053899	-0.007024	-0.031215	0.062198	0.083214	0.125252	-0.000575	0.179723	0.040172	0.090564	0.122382	-0.003924	0.142568	0.042852	0.086474	0.117111	0.013216	0.003335	-0.000758	-0.001450	-0.006921	-0.028306	-0.022713	-0.075490	0.091808	0.084901	0.073619	0.036293	-0.022536	0.003335	0.003073	0.118440	-0.027568	-0.025784	-0.000758	0.003057	-0.033960	0.075555	0.090354	0.069529	0.039856	0.100501	0.038888	0.035915	0.077142	0.013839	0.029927	-0.008790	1.000000	0.433704	0.831164	0.905744	0.115355	0.068873	0.127947	0.105120
Active Std	-0.048685	0.238259	0.008195	0.006308	0.102714	0.003396	0.087857	-0.033065	0.053958	0.065142	0.034391	-0.062920	0.027213	0.011257	-0.005863	-0.025955	0.017327	0.024070	0.048668	-0.006295	0.234801	0.009033	0.028004	0.048128	-0.013523	0.263626	0.068736	0.092368	0.103540	0.022748	0.006791	-0.000630	-0.002219	-0.004195	-0.023534	-0.018891	-0.068996	0.040539	0.053805	0.026150	-0.012354	-0.020296	0.006791	0.007561	0.129654	-0.053765	-0.037512	-0.000630	0.007537	-0.034794	0.044355	0.053958	0.027213	0.008195	0.102816	0.006308	0.003396	0.068708	0.014062	0.005379	-0.005765	0.433704	1.000000	0.791431	0.032509	0.031937	0.080031	0.050798	0.018979
Active Max	-0.058775	0.289546	0.030334	0.028483	0.125708	0.024762	0.138441	-0.045360	0.090333	0.111241	0.071065	-0.088482	0.064798	0.044539	-0.008362	-0.037091	0.048631	0.060608	0.093470	-0.004580	0.285145	0.031303	0.067024	0.091823	-0.011678	0.283041	0.055256	0.094847	0.113877	0.009128	0.003066	-0.000901	-0.001723	-0.005386	-0.033633	-0.026992	-0.095010	0.088518	0.090696	0.066670	0.015480	-0.027849	0.003066	0.003439	0.164101	-0.054352	-0.041380	-0.000901	0.003420	-0.050842	0.078266	0.090333	0.064798	0.030334	0.125845	0.028483	0.024759	0.095382	0.018121	0.021976	-0.007292	0.831164	0.791431	1.000000	0.583774	0.082713	0.067975	0.096682	0.071172
Active Min	-0.027591	0.116891	0.041227	0.041227	0.067722	0.039051	0.102646	-0.027925	0.078874	0.091307	0.068274	-0.057779	0.070239	0.058490	-0.005632	-0.025068	0.063218	0.082539	0.116705	0.001776	0.112891	0.042302	0.089115	0.113837	0.000756	0.066683	0.017910	0.057352	0.084741	0.002127	-0.001909	-0.000609	-0.000350	-0.005669	-0.022732	-0.018238	-0.058664	0.090026	0.076592	0.074742	0.046099	-0.017505	-0.001909	-0.000288	0.088550	-0.011654	-0.014513	-0.000609	-0.000295	-0.025131	0.069584	0.078874	0.070239	0.041227	0.067814	0.041227	0.039045	0.062700	0.009815	0.031372	-0.006811	0.905744	0.032509	0.583774	1.000000	0.114424	0.036878	0.118944	0.109233
Idle Mean	-0.129542	0.763741	0.001364	0.000985	0.020456	0.000479	0.170950	-0.077879	0.119456	0.173865	0.568727	-0.173027	0.564833	0.539576	-0.019896	-0.088013	0.606458	0.930515	0.979823	0.027625	0.764251	0.659086	0.903052	0.978194	0.296815	0.435497	0.457347	0.543609	0.645118	0.309323	-0.029506	-0.002138	0.000213	-0.001090	-0.079806	-0.064066	-0.169599	0.576558	0.498346	0.538078	0.386349	0.354959	-0.029506	-0.005425	-0.089102	0.152126	-0.093085	-0.002138	-0.005440	-0.103488	0.484682	0.119456	0.564833	0.001364	0.020484	0.000985	0.000479	-0.067257	-0.069982	0.000489	-0.000762	0.115355	0.031937	0.082713	0.114424	1.000000	0.146453	0.990224	0.990068
Idle Std	0.006380	0.240108	0.000664	0.000353	0.026350	0.000001	0.175238	-0.032239	0.176843	0.188626	0.166687	-0.059887	0.166486	0.174381	-0.006143	-0.027172	0.140279	0.231572	0.277631	-0.005357	0.239487	0.122361	0.276370	0.283097	-0.005973	0.113610	0.075397	0.158919	0.167263	0.024993	0.017559	-0.000660	-0.000589	-0.004552	-0.024638	-0.019779	-0.066233	0.221699	0.151412	0.200755	0.168120	0.010021	0.017559	-0.000413	-0.028732	0.101997	0.023530	-0.000660	-0.000421	-0.056353	0.146102	0.176843	0.166486	0.000664	0.026383	0.000353	0.000001	-0.023996	-0.020962	0.000612	-0.003686	0.068873	0.080031	0.067975	0.036878	0.146453	1.000000	0.280755	0.006723
Idle Max	-0.125236	0.775365	0.001444	0.001010	0.023876	0.000463	0.189487	-0.080174	0.140131	0.194163	0.573639	-0.176364	0.569780	0.546417	-0.020180	-0.089270	0.608177	0.934799	0.989469	0.026100	0.775785	0.656209	0.914131	0.988615	0.286999	0.439590	0.456566	0.551093	0.650946	0.305247	-0.025800	-0.002168	0.000079	-0.001677	-0.080945	-0.064981	-0.174032	0.588717	0.503543	0.548593	0.397072	0.345467	-0.025800	-0.005299	-0.089275	0.160923	-0.087470	-0.002168	-0.005315	-0.108763	0.489543	0.140131	0.569780	0.001444	0.023907	0.001010	0.000463	-0.067391	-0.070864	0.000577	-0.001296	0.127947	0.050798	0.096682	0.118944	0.990224	0.280755	1.000000	0.961203
Idle Min	-0.131047	0.733717	0.001229	0.000905	0.016475	0.000471	0.146838	-0.073646	0.095581	0.148423	0.550812	-0.165532	0.547220	0.520634	-0.019153	-0.084728	0.592728	0.907703	0.951167	0.028741	0.734319	0.648601	0.873687	0.948741	0.301006	0.419117	0.451125	0.526289	0.627913	0.309315	-0.032386	-0.002058	0.000320	-0.000466	-0.076826	-0.061674	-0.160977	0.550961	0.481919	0.515289	0.367157	0.357718	-0.032386	-0.005387	-0.088311	0.140253	-0.096777	-0.002058	-0.005402	-0.095795	0.468987	0.095581	0.547220	0.001229	0.016497	0.000905	0.000471	-0.065901	-0.067833	0.000376	-0.000230	0.105120	0.018979	0.071172	0.109233	0.990068	0.006723	0.961203	1.000000

	destination_port	flow_duration	total_fwd_packets	total_backward_packets	total_length_of_fwd_packets	total_length_of_bwd_packets	fwd_packet_length_max	fwd_packet_length_min	fwd_packet_length_mean	fwd_packet_length_std	bwd_packet_length_max	bwd_packet_length_min	bwd_packet_length_mean	bwd_packet_length_std	flow_bytes/s	flow_packets/s	flow_iat_mean	flow_iat_std	flow_iat_max	flow_iat_min	fwd_iat_total	fwd_iat_mean	fwd_iat_std	fwd_iat_max	fwd_iat_min	bwd_iat_total	bwd_iat_mean	bwd_iat_std	bwd_iat_max	bwd_iat_min	fwd_psh_flags	fwd_urg_flags	fwd_header_length	bwd_header_length	fwd_packets/s	bwd_packets/s	min_packet_length	max_packet_length	packet_length_mean	packet_length_std	packet_length_variance	fin_flag_count	syn_flag_count	rst_flag_count	psh_flag_count	ack_flag_count	urg_flag_count	cwe_flag_count	ece_flag_count	down/up_ratio	average_packet_size	avg_fwd_segment_size	avg_bwd_segment_size	subflow_fwd_packets	subflow_fwd_bytes	subflow_bwd_packets	subflow_bwd_bytes	init_win_bytes_forward	init_win_bytes_backward	act_data_pkt_fwd	min_seg_size_forward	active_mean	active_std	active_max	active_min	idle_mean	idle_std	idle_max	idle_min
0	2.118864	-0.473572	-0.010473	-0.010987	-0.056867	-0.007600	-0.298886	-0.214179	-0.294120	-0.261716	-0.480650	-0.605167	-0.540432	-0.429717	0.059747	2.227667	-0.310329	-0.389698	-0.403129	-0.056770	-0.464733	-0.292902	-0.363616	-0.395741	-0.12594	-0.369459	-0.216910	-0.252911	-0.292062	-0.124038	-0.226699	-0.00566	0.001317	0.001668	2.368890	-0.169601	-0.417530	-0.501060	-0.582002	-0.502153	-0.315889	-0.182869	-0.226699	-0.016575	-0.655217	1.482002	2.969438	-0.00566	-0.016611	-1.002286	-0.590617	-0.294120	-0.540432	-0.010473	-0.056943	-0.010987	-0.007600	-0.477733	-0.251049	-0.007463	0.002711	-0.133992	-0.111401	-0.159206	-0.10761	-0.377757	-0.116623	-0.38315	-0.363654
1	2.118864	-0.473572	-0.010473	-0.010987	-0.056867	-0.007600	-0.298886	-0.214179	-0.294120	-0.261716	-0.480650	-0.605167	-0.540432	-0.429717	0.397028	9.609641	-0.310330	-0.389698	-0.403129	-0.056771	-0.464734	-0.292903	-0.363616	-0.395741	-0.12594	-0.369459	-0.216910	-0.252911	-0.292062	-0.124038	-0.226699	-0.00566	0.001317	0.001668	10.109350	-0.169601	-0.417530	-0.501060	-0.582002	-0.502153	-0.315889	-0.182869	-0.226699	-0.016575	-0.655217	1.482002	2.969438	-0.00566	-0.016611	-1.002286	-0.590617	-0.294120	-0.540432	-0.010473	-0.056943	-0.010987	-0.007600	-0.477733	-0.251049	-0.007463	0.002711	-0.133992	-0.111401	-0.159206	-0.10761	-0.377757	-0.116623	-0.38315	-0.363654
2	2.134484	-0.473572	-0.010473	-0.010987	-0.056867	-0.007600	-0.298886	-0.214179	-0.294120	-0.261716	-0.480650	-0.605167	-0.540432	-0.429717	0.097223	3.047886	-0.310330	-0.389698	-0.403129	-0.056770	-0.464734	-0.292902	-0.363616	-0.395741	-0.12594	-0.369459	-0.216910	-0.252911	-0.292062	-0.124038	-0.226699	-0.00566	0.001317	0.001668	3.228941	-0.169601	-0.417530	-0.501060	-0.582002	-0.502153	-0.315889	-0.182869	-0.226699	-0.016575	-0.655217	1.482002	2.969438	-0.00566	-0.016611	-1.002286	-0.590617	-0.294120	-0.540432	-0.010473	-0.056943	-0.010987	-0.007600	-0.483474	-0.251049	-0.007463	0.002711	-0.133992	-0.111401	-0.159206	-0.10761	-0.377757	-0.116623	-0.38315	-0.363654
3	2.134484	-0.473572	-0.010473	-0.010987	-0.056867	-0.007600	-0.298886	-0.214179	-0.294120	-0.261716	-0.480650	-0.605167	-0.540432	-0.429717	0.397028	9.609641	-0.310330	-0.389698	-0.403129	-0.056771	-0.464734	-0.292903	-0.363616	-0.395741	-0.12594	-0.369459	-0.216910	-0.252911	-0.292062	-0.124038	-0.226699	-0.00566	0.001317	0.001668	10.109350	-0.169601	-0.417530	-0.501060	-0.582002	-0.502153	-0.315889	-0.182869	-0.226699	-0.016575	-0.655217	1.482002	2.969438	-0.00566	-0.016611	-1.002286	-0.590617	-0.294120	-0.540432	-0.010473	-0.056943	-0.010987	-0.007600	-0.483474	-0.251049	-0.007463	0.002711	-0.133992	-0.111401	-0.159206	-0.10761	-0.377757	-0.116623	-0.38315	-0.363654
4	-0.454813	-0.473555	-0.004209	-0.007220	-0.012494	-0.007428	-0.000054	-0.312565	0.027361	0.113813	-0.379471	-0.605167	-0.377419	-0.294580	0.002580	-0.144101	-0.310317	-0.389685	-0.403114	-0.056770	-0.464716	-0.292893	-0.363598	-0.395723	-0.12594	-0.369443	-0.216894	-0.252871	-0.292037	-0.124038	-0.226699	-0.00566	0.001322	0.001736	-0.151949	0.002163	-0.652289	-0.394454	-0.366573	-0.340034	-0.309258	-0.182869	-0.226699	-0.016575	1.526211	-0.674763	-0.336764	-0.00566	-0.016611	-1.002286	-0.381153	0.027361	-0.377419	-0.004209	-0.012510	-0.007220	-0.007428	0.059593	-0.021885	-0.001560	0.002711	-0.133992	-0.111401	-0.159206	-0.10761	-0.377757	-0.116623	-0.38315	-0.363654

	PC 1	PC 2	PC 3	PC 4	PC 5	PC 6	PC 7	PC 8	PC 9	PC 10
0	-3.490283e+07	-3.017339e+06	1.231549e+06	-32336.524168	1.096031e+06	-681189.831369	-359194.168674	-194791.498580	73441.507807	-212433.802324
1	-3.498933e+07	-3.135835e+06	1.023667e+07	-31065.172050	1.053887e+06	-664918.127818	-352825.365743	-191883.017788	71826.282496	-211367.252618
2	-3.491244e+07	-3.030506e+06	2.232118e+06	-32195.263326	1.091349e+06	-679382.799440	-358487.042567	-194469.443030	73262.073647	-212315.404238
3	-3.498933e+07	-3.135835e+06	1.023667e+07	-31065.172155	1.053887e+06	-664918.159256	-352825.343724	-191883.047933	71826.308539	-211367.323407
4	-3.488689e+07	-2.996890e+06	-2.957528e+05	-32676.111550	1.103095e+06	-684134.220508	-359660.102391	-195115.859632	74044.319000	-211643.608318